From 95a3855d69fa0968a9a1320e7be6e22331b15943 Mon Sep 17 00:00:00 2001
From: seref <1573640+serefyarar@users.noreply.github.com>
Date: Mon, 2 Feb 2026 21:10:51 -0500
Subject: [PATCH] Add chat evaluation reports and evaluator implementation
Added new chat evaluation reports and results in the protocol directory, including markdown and JSON files for multiple scenarios. Introduced chat evaluator implementation and corresponding tests under src/lib/protocol/graphs/chat, providing the core logic for running and testing chat evaluation flows.
---
...at-eval-report-2026-02-03T01-42-49-355Z.md | 804 ++++++++++++++
...eval-results-2026-02-03T01-42-49-355Z.json | 909 ++++++++++++++++
...-eval-conversations-2026-02-03T02-06-25.md | 854 +++++++++++++++
.../chat-eval-report-2026-02-03T01-56-27.md | 794 ++++++++++++++
.../chat-eval-report-2026-02-03T02-01-12.md | 833 +++++++++++++++
.../chat-eval-report-2026-02-03T02-06-25.md | 792 ++++++++++++++
...chat-eval-results-2026-02-03T02-06-25.json | 954 +++++++++++++++++
protocol/package.json | 3 +-
.../graphs/chat/chat.evaluator.run.ts | 848 +++++++++++++++
.../graphs/chat/chat.evaluator.spec.ts | 519 +++++++++
.../protocol/graphs/chat/chat.evaluator.ts | 993 ++++++++++++++++++
11 files changed, 8302 insertions(+), 1 deletion(-)
create mode 100644 protocol/chat-eval-report-2026-02-03T01-42-49-355Z.md
create mode 100644 protocol/chat-eval-results-2026-02-03T01-42-49-355Z.json
create mode 100644 protocol/eval-reports/chat-eval-conversations-2026-02-03T02-06-25.md
create mode 100644 protocol/eval-reports/chat-eval-report-2026-02-03T01-56-27.md
create mode 100644 protocol/eval-reports/chat-eval-report-2026-02-03T02-01-12.md
create mode 100644 protocol/eval-reports/chat-eval-report-2026-02-03T02-06-25.md
create mode 100644 protocol/eval-reports/chat-eval-results-2026-02-03T02-06-25.json
create mode 100644 protocol/src/lib/protocol/graphs/chat/chat.evaluator.run.ts
create mode 100644 protocol/src/lib/protocol/graphs/chat/chat.evaluator.spec.ts
create mode 100644 protocol/src/lib/protocol/graphs/chat/chat.evaluator.ts
diff --git a/protocol/chat-eval-report-2026-02-03T01-42-49-355Z.md b/protocol/chat-eval-report-2026-02-03T01-42-49-355Z.md
new file mode 100644
index 00000000..c4460fa4
--- /dev/null
+++ b/protocol/chat-eval-report-2026-02-03T01-42-49-355Z.md
@@ -0,0 +1,804 @@
+# Chat Agent Evaluation Report
+
+**Generated:** 2026-02-03T01:42:49.355Z
+**Total Duration:** 150.5s
+**Total Scenarios:** 24
+
+## Executive Summary
+
+| Metric | Value |
+|--------|-------|
+| Success Rate | 20.8% |
+| ✅ Success | 4 |
+| ⚠️ Partial | 2 |
+| ❌ Failure | 18 |
+
+## Results by Category
+
+| Category | Success | Partial | Failure | Total | Rate |
+|----------|---------|---------|---------|-------|------|
+| intent | 4 | 2 | 7 | 13 | 38% |
+| discovery | 0 | 0 | 8 | 8 | 0% |
+| combined | 0 | 0 | 3 | 3 | 0% |
+
+## Tool Usage Patterns
+
+| Tool | Times Called |
+|------|--------------|
+| find_opportunities | 17 |
+| create_intent | 7 |
+| scrape_url | 1 |
+
+## Key Issues Identified
+
+### other
+Affected scenarios: hiring-frontend, hiring-designer, cofounder-business, startup-advice, vague-networking, find-founders, explore-opportunities, explore-matches, explore-network, discover-after-intent, cofounder-and-find
+
+### Confused offer vs want
+Affected scenarios: looking-to-invest, freelance-work
+
+### Misunderstood user intent
+Affected scenarios: find-ml-people, offer-and-find
+
+### Poor error recovery: Just said 'try again' on failure
+Affected scenarios: find-investors, find-designers
+
+### Wrong tool: Used find_opportunities instead of create_intent
+Affected scenarios: intent-and-find
+
+## Intent Scenarios
+
+### ⚠️ hiring-ml-engineer
+
+**User Message:** "I'm looking to hire ML engineers for my startup"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** PARTIAL (Score: 0.3)
+
+**Tools Used:** create_intent, find_opportunities
+
+**Evaluation:** The assistant successfully identified and captured the user's intent, which is a good first step. However, the core need of finding ML engineers was not met because the subsequent search failed. While the intent was created, the user is still left without the actual connections they were looking for. The experience is partial because the initial acknowledgment and intent creation were good, but the follow-through on the primary request failed.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm looking to hire ML engineers for my startup
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Hiring ML engineers for my startup."
+
+I can also help you find relevant connections. Would you like me to search for ML engineers?
+
+👤 USER:
+Yes, please.
+
+🤖 ASSISTANT:
+I was unable to find opportunities for "ML engineers for startup" at this moment. Please try again.
+
+```
+
+
+---
+
+### ❌ hiring-frontend
+
+**User Message:** "Need a React developer, someone senior who knows Next.js"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find a React developer. While the assistant understood the request and used the correct tool, it failed to find any opportunities and, more importantly, did not create an intent to capture this request for future follow-up. This means the user's need was not fulfilled, and the system has no record of what the user was looking for, which is a key failure signal for this type of interaction.
+
+
+View Conversation
+
+```
+👤 USER:
+Need a React developer, someone senior who knows Next.js
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for a senior React developer with Next.js experience at this moment. Please try again later.
+
+```
+
+
+---
+
+### ❌ hiring-designer
+
+**User Message:** "Looking for a product designer to help with our mobile app"
+
+**Need:** express_want | **Persona:** detail_oriented
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The assistant completely failed to address the user's need. It immediately returned a 'not found' message without any attempt to understand or capture the user's intent to find a product designer. No intent was created, and the user's request was not acknowledged beyond the error message. The experience was poor as the assistant provided no path forward.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for a product designer to help with our mobile app
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for a product designer. Please try again.
+
+```
+
+
+---
+
+### ✅ cofounder-technical
+
+**User Message:** "I'm a business guy looking for a technical co-founder"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to find a technical co-founder, which the assistant successfully captured by creating an intent. The assistant's response was natural, confirmed the action taken, and offered relevant next steps, aligning well with the user's persona as someone new to the system. All success signals were met, and no failure signals were triggered.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm a business guy looking for a technical co-founder
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find a technical co-founder." I'll use this to help you discover relevant connections.
+
+Is there anything else I can help you with today? Perhaps you'd like to refine your profile or explore some initial opportunities?
+
+```
+
+
+---
+
+### ❌ cofounder-business
+
+**User Message:** "I'm an engineer, need someone who can handle sales and fundraising"
+
+**Need:** express_want | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The assistant failed to fulfill the user's need because it encountered an error and could not perform the requested action. No intent was created, and the user's request for someone to handle sales and fundraising was not addressed in any way. This is a clear failure as the core task could not be completed.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm an engineer, need someone who can handle sales and fundraising
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities. Please try again later.
+
+```
+
+
+---
+
+### ✅ learn-ai
+
+**User Message:** "I want to learn about AI and machine learning, looking for a mentor"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified and captured both parts of the user's request by creating two distinct intents. It then immediately offered a logical next step to fulfill the 'find a mentor' part of the request, demonstrating a good understanding of the user's underlying need and providing a natural, helpful interaction.
+
+
+View Conversation
+
+```
+👤 USER:
+I want to learn about AI and machine learning, looking for a mentor
+
+🤖 ASSISTANT:
+Great! I've created two intents for you: "Learn about AI and machine learning" and "Find a mentor in AI and machine learning."
+
+Would you like to search for people who could mentor you in AI and machine learning?
+
+
+```
+
+
+---
+
+### ❌ startup-advice
+
+**User Message:** "First time founder here, looking for experienced founders to learn from"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find experienced founders to learn from. The assistant interpreted this as a direct search query for an 'opportunity' and failed to create an intent or guide the user. The response was a generic 'not found' message, which does not address the user's need at all and provides no path forward. The assistant should have recognized this as a request to connect with mentors or find resources related to experienced founders, rather than a literal 'opportunity' listing.
+
+
+View Conversation
+
+```
+👤 USER:
+First time founder here, looking for experienced founders to learn from
+
+🤖 ASSISTANT:
+I couldn't find any opportunities for "experienced founders to learn from" at the moment. This might be due to a temporary issue. Please try again later.
+
+```
+
+
+---
+
+### ✅ seeking-investment
+
+**User Message:** "We're raising a seed round, looking for angels interested in AI"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to capture their interest in finding angel investors for an AI seed round. The assistant successfully created two relevant intents that directly reflect this need, acknowledging and capturing the user's want without asking further questions. The response was natural and helpful, aligning with the user's persona of wanting quick results.
+
+
+View Conversation
+
+```
+👤 USER:
+We're raising a seed round, looking for angels interested in AI
+
+🤖 ASSISTANT:
+Great! I've created two intents for you:
+
+* "Raise a seed round for an AI-focused venture"
+* "Connect with angel investors interested in artificial intelligence"
+
+These will help you find relevant connections on Index. Good luck with your seed round!
+
+```
+
+
+---
+
+### ❌ looking-to-invest
+
+**User Message:** "I'm an angel investor looking for early-stage AI startups"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0.2)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to express what they *have to offer* (being an angel investor). The assistant misinterpreted this as a *want* (an intent to find startups to invest in) and created an intent accordingly. This fundamentally misaligned with the user's actual need to state their offering, not to request a search for themselves. The success signal 'intent/offer captured' was not met because the *type* of intent/offer captured was incorrect.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm an angel investor looking for early-stage AI startups
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Invest in early-stage AI startups."
+
+Now that your intent is set, I can help you find opportunities. Would you like me to search for early-stage AI startups for you?
+
+```
+
+
+---
+
+### ✅ collaboration-research
+
+**User Message:** "Looking for researchers to collaborate on an open source LLM project"
+
+**Need:** express_want | **Persona:** detail_oriented
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified the user's underlying need to find collaborators for an LLM project and captured it as an intent. This directly fulfills the user's immediate request and sets the stage for future assistance. The response is concise, natural, and confirms the action taken, aligning with the success signals.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for researchers to collaborate on an open source LLM project
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Collaborate with researchers on an open source LLM project."
+
+I will let you know when I find relevant opportunities. Is there anything else I can help you with?
+
+```
+
+
+---
+
+### ❌ freelance-work
+
+**User Message:** "I'm available for freelance backend work, especially Python/Django"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0.2)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user clearly stated they are 'available for freelance backend work', which signifies an offer of their services. The assistant, however, created an intent for 'seeking freelance backend work', treating it as a want or a job search. This fundamentally misinterprets the user's underlying need to offer their skills, rather than find opportunities for themselves. The intent created does not capture the user's availability as an offer.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm available for freelance backend work, especially Python/Django
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Seeking freelance backend work, specifically with Python and Django."
+
+I'll let you know when relevant opportunities come up. You can also use the /find_opportunities command to actively search for them.
+
+Is there anything else I can help you with today?
+
+```
+
+
+---
+
+### ❌ vague-networking
+
+**User Message:** "Just want to meet interesting people in tech"
+
+**Need:** express_want | **Persona:** vague_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find a way to connect with interesting people in tech. The assistant completely failed to understand this as an intent that could be captured or acted upon. Instead, it seems to have interpreted it as a direct search query for 'opportunities' and then reported failure. No intent was created, and the user's desire was not acknowledged or captured in any meaningful way. The response was a dead end, indicating a complete failure to fulfill the need.
+
+
+View Conversation
+
+```
+👤 USER:
+Just want to meet interesting people in tech
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for you at the moment. Please try again later.
+
+```
+
+
+---
+
+### ⚠️ vague-help
+
+**User Message:** "need some help with my startup stuff"
+
+**Need:** express_want | **Persona:** mobile_user
+
+**Verdict:** PARTIAL (Score: 0.2)
+
+**Tools Used:** scrape_url
+
+**Evaluation:** The user's underlying need was to create a profile for their startup. The assistant correctly identified this need and asked for relevant information. However, it failed to process the provided URL due to a formatting issue, which blocked further progress. The assistant also asked for a significant amount of information, which could be cumbersome for a mobile user. No actual profile creation or intent capture occurred, leaving the user's need unfulfilled.
+
+
+View Conversation
+
+```
+👤 USER:
+need some help with my startup stuff
+
+🤖 ASSISTANT:
+I can definitely help with that! To get started, what specifically are you looking to do with your startup stuff? For example, are you trying to:
+
+* **Create a profile** for yourself or your startup?
+* **Find co-founders** or team members?
+* **Connect with investors** or mentors?
+* **Share your project** or idea with a community?
+* **Update your goals** or needs related to your startup?
+
+The more details you provide, the better I can assist you!
+
+👤 USER:
+I'm looking to create a profile for my startup.
+
+🤖 ASSISTANT:
+Great! To create a profile for your startup, I'll need some information.
+
+Do you have an existing online presence for your startup, like a website, a LinkedIn page, or a GitHub repository? If so, please provide the links. I can scrape those URLs to gather information for your profile.
+
+Alternatively, you can provide me with details directly, such as:
+
+* **Startup Name:**
+* **A brief description:** What does your startup do?
+* **Your role:** (e.g., Founder, CEO, Developer)
+* **Key skills or technologies:** (e.g., AI, Python, Marketing, Fundraising)
+* **Interests:** (e.g., blockchain, sustainability, SaaS)
+* **Location:** (e.g., San Francisco, Remote)
+
+Let me know how you'd like to proceed!
+
+👤 USER:
+Yes, we have a website: example.com. Our startup name is 'InnovateX', and we develop AI-powered solutions for small businesses. I am the Founder and CEO.
+
+🤖 ASSISTANT:
+It seems there was an issue with the URL format. Please ensure you provide a valid URL starting with `http://` or `https://` (e.g., `https://www.example.com`).
+
+Once I have the correct URL, I can proceed with creating your profile for InnovateX.
+
+```
+
+
+---
+
+## Discovery Scenarios
+
+### ❌ find-ml-people
+
+**User Message:** "Who in this network works with machine learning?"
+
+**Need:** find_people | **Persona:** power_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user wanted to find people in the network who work with machine learning. The assistant completely misunderstood this request and attempted to find 'opportunities' instead of connections. No search for connections was performed, and therefore the underlying need was not met at all. The assistant used the wrong tool or interpreted the user's query incorrectly.
+
+
+View Conversation
+
+```
+👤 USER:
+Who in this network works with machine learning?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for people who work with machine learning. Please try again.
+
+```
+
+
+---
+
+### ❌ find-founders
+
+**User Message:** "Show me other founders in my space"
+
+**Need:** find_people | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0.2)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections. While the assistant correctly understood the intent and used the appropriate tool, it ultimately failed to provide any connections. The conversation ended with 'no opportunities matching your specific request', meaning the core need was not fulfilled. The assistant did, however, handle the lack of results gracefully by offering alternatives, which is a positive aspect of the interaction quality, but doesn't change the fact that the primary goal was not achieved.
+
+
+View Conversation
+
+```
+👤 USER:
+Show me other founders in my space
+
+🤖 ASSISTANT:
+Can you tell me more about what space you are referring to? For example, are you looking for founders in a specific industry, or with certain skills or interests?
+
+👤 USER:
+I'm looking for founders in the AI space, specifically those interested in ethical AI or explainable AI.
+
+🤖 ASSISTANT:
+I couldn't find any opportunities matching your specific request at the moment. Would you like to try a different search query or perhaps broaden the scope a bit?
+
+```
+
+
+---
+
+### ❌ find-investors
+
+**User Message:** "Are there any investors here interested in healthcare startups?"
+
+**Need:** find_people | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections, specifically investors interested in healthcare startups. The assistant explicitly stated it was 'unable to search' and advised the user to 'try again later.' This directly indicates that the search was not performed and no results were presented, failing to meet the core need. The `find_opportunities` tool was likely called but failed, leading to a generic error message rather than a helpful response. This is a clear failure to fulfill the user's request.
+
+
+View Conversation
+
+```
+👤 USER:
+Are there any investors here interested in healthcare startups?
+
+🤖 ASSISTANT:
+I was unable to search for investors interested in healthcare startups at this time. Please try again later.
+
+```
+
+
+---
+
+### ❌ find-designers
+
+**User Message:** "I need to find UX designers who have worked on B2B products"
+
+**Need:** find_people | **Persona:** detail_oriented
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's need was to find relevant connections (UX designers with B2B experience). The assistant explicitly stated it was 'unable to find opportunities' and offered no further explanation or alternative suggestions. While a search was likely performed, the lack of results combined with a very unhelpful and brief response means the underlying need was not fulfilled. The assistant did not explain why it couldn't find anything, which would have been crucial for a user who 'wants to understand everything precisely'.
+
+
+View Conversation
+
+```
+👤 USER:
+I need to find UX designers who have worked on B2B products
+
+🤖 ASSISTANT:
+I was unable to find opportunities for UX designers with B2B product experience. Please try again.
+
+```
+
+
+---
+
+### ❌ explore-opportunities
+
+**User Message:** "What opportunities are available for someone with my background?"
+
+**Need:** explore_serendipity | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to explore opportunities without a specific goal, and the assistant completely failed to provide any suggestions due to an error. While the initial prompt for more information was appropriate, the subsequent error prevented any fulfillment of the need. The user was left with no information and no path forward.
+
+
+View Conversation
+
+```
+👤 USER:
+What opportunities are available for someone with my background?
+
+🤖 ASSISTANT:
+What is your background? Please provide some details about your skills, interests, or goals so I can find relevant opportunities for you.
+
+👤 USER:
+I'm a software engineer with 5 years of experience in full-stack development, primarily with Python and React. I'm interested in exploring roles in AI/ML or cybersecurity, but I'm open to other interesting opportunities.
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for you. Please try again in a bit.
+
+```
+
+
+---
+
+### ❌ explore-matches
+
+**User Message:** "Who might be a good match for me?"
+
+**Need:** explore_serendipity | **Persona:** vague_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to explore opportunities without a specific goal. The assistant initially pushed for specific queries, which is a failure signal. Although the user eventually provided more details, the assistant then encountered an error and failed to provide any suggestions, directly triggering the 'no suggestions' failure signal. Therefore, the need was not fulfilled at all.
+
+
+View Conversation
+
+```
+👤 USER:
+Who might be a good match for me?
+
+🤖 ASSISTANT:
+What kind of connections or opportunities are you looking for? Please provide a search query.
+
+👤 USER:
+I'm open to anything interesting. Just show me some options.
+
+🤖 ASSISTANT:
+I need some more information to find relevant opportunities for you. "Anything interesting" is a bit too vague for me to go on.
+
+To help me find a good match, please tell me:
+
+* **What are your current goals or what are you working on?** (e.g., "I'm building a new AI startup," "I'm looking for collaborators on a research project about sustainable energy.")
+* **What skills are you looking for in potential connections?** (e.g., "I need someone with strong Python development skills," "I'm looking for a marketing expert.")
+* **What kind of interests do you share?** (e.g., "I'm interested in generative AI and community building," "I want to connect with people passionate about open-source hardware.")
+
+Once I have a better understanding of what you're looking for, I can use that information to find more relevant opportunities.
+
+👤 USER:
+I'm a software engineer with 5 years of experience in full-stack development, primarily with Python and JavaScript. I'm open to exploring new technologies and industries. I'm looking for opportunities that involve challenging technical problems and a collaborative team environment.
+
+🤖 ASSISTANT:
+I'm sorry, I encountered an issue when trying to find opportunities for you. Please try again.
+
+```
+
+
+---
+
+### ❌ explore-network
+
+**User Message:** "What's happening in the network? Any interesting people?"
+
+**Need:** explore_serendipity | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to explore and see 'what's happening in the network' and find 'interesting people'. The assistant completely failed to provide any suggestions or facilitate exploration, instead returning a generic error message. This directly triggered the 'no suggestions' failure signal and did not match any success signals. The experience was poor as the user was left with no information.
+
+
+View Conversation
+
+```
+👤 USER:
+What's happening in the network? Any interesting people?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find any interesting people in the network at this moment. The search for opportunities failed.
+
+```
+
+
+---
+
+### ❌ discover-after-intent
+
+**User Message:** "I just said I'm looking for ML engineers - can you find me some?"
+
+**Need:** find_people | **Persona:** frustrated_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user explicitly stated 'I'm looking for ML engineers - can you find me some?', indicating they wanted to find individuals, not job opportunities. The assistant incorrectly interpreted this as a request to find 'opportunities for ML engineers' and used the `find_opportunities` tool, which is designed for job listings. This led to a complete misunderstanding of the user's underlying need to discover relevant connections (people) and a failure to provide any relevant information.
+
+
+View Conversation
+
+```
+👤 USER:
+I just said I'm looking for ML engineers - can you find me some?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for "ML engineers" right now. Please try again in a bit.
+
+```
+
+
+---
+
+## Combined Scenarios
+
+### ❌ intent-and-find
+
+**User Message:** "I'm hiring ML engineers - who's available?"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find available ML engineers. The assistant failed to fulfill this need because it encountered an error when trying to use the `find_opportunities` tool. No intent was created, and the user's request was not processed, leading to a complete failure to address the need.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm hiring ML engineers - who's available?
+
+🤖 ASSISTANT:
+I encountered an error when trying to search for opportunities. Please try again in a moment.
+
+```
+
+
+---
+
+### ❌ offer-and-find
+
+**User Message:** "I do freelance React work, who needs a developer?"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user clearly stated an offer ('I do freelance React work, who needs a developer?'), indicating they have a service to provide. The assistant, however, treated this as a request to *find* opportunities for the user, using the `find_opportunities` tool. This completely misunderstood the user's underlying need to make their availability known or offer their services. No success signals were met, and both failure signals were triggered because the offer was treated as a want and was not captured as an offer.
+
+
+View Conversation
+
+```
+👤 USER:
+I do freelance React work, who needs a developer?
+
+🤖 ASSISTANT:
+I couldn't find any opportunities for "freelance React developer" at the moment. Please try again with a different query.
+
+```
+
+
+---
+
+### ❌ cofounder-and-find
+
+**User Message:** "Looking for a technical co-founder, any engineers here building in AI?"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user clearly stated they were 'Looking for a technical co-founder' and asked 'any engineers here building in AI?'. This indicates a need to find opportunities or connect with people. The assistant's immediate response was an error message stating it was 'having trouble searching for opportunities right now'. This directly prevented the fulfillment of the user's need to find what they were looking for. No intent was created, and the user's request was not acknowledged beyond the failed tool call.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for a technical co-founder, any engineers here building in AI?
+
+🤖 ASSISTANT:
+It looks like I'm having trouble searching for opportunities right now. Please try again in a little while!
+
+```
+
+
+---
+
+## Recommendations
+
+1. **Rebalance tool selection:** The agent calls `find_opportunities` much more than `create_intent`. When users express a want/need, the agent should first capture it as an intent before searching.
+
+2. **Improve discovery error handling:** Most discovery scenarios fail. The agent should gracefully handle empty results and offer alternatives (e.g., create an intent to be notified when matches appear).
+
+3. **Distinguish offers from wants:** The agent treats user offers (e.g., 'I do freelance work') the same as wants. It should recognize offers and create appropriate intents.
+
+4. **Improve intent verification:** Some valid user intents are being dropped by the semantic verifier. Review the ASSERTIVE classification logic.
diff --git a/protocol/chat-eval-results-2026-02-03T01-42-49-355Z.json b/protocol/chat-eval-results-2026-02-03T01-42-49-355Z.json
new file mode 100644
index 00000000..f5b7addc
--- /dev/null
+++ b/protocol/chat-eval-results-2026-02-03T01-42-49-355Z.json
@@ -0,0 +1,909 @@
+{
+ "results": [
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "hiring-ml-engineer",
+ "message": "I'm looking to hire ML engineers for my startup",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm looking to hire ML engineers for my startup"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Hiring ML engineers for my startup.\"\n\nI can also help you find relevant connections. Would you like me to search for ML engineers?"
+ },
+ {
+ "role": "user",
+ "content": "Yes, please."
+ },
+ {
+ "role": "assistant",
+ "content": "I was unable to find opportunities for \"ML engineers for startup\" at this moment. Please try again."
+ }
+ ],
+ "evaluation": {
+ "verdict": "partial",
+ "score": 0.3,
+ "reasoning": "The assistant successfully identified and captured the user's intent, which is a good first step. However, the core need of finding ML engineers was not met because the subsequent search failed. While the intent was created, the user is still left without the actual connections they were looking for. The experience is partial because the initial acknowledgment and intent creation were good, but the follow-through on the primary request failed.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent",
+ "find_opportunities"
+ ],
+ "turnCount": 2,
+ "duration": 9069
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "hiring-frontend",
+ "message": "Need a React developer, someone senior who knows Next.js",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Need a React developer, someone senior who knows Next.js"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to find opportunities for a senior React developer with Next.js experience at this moment. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to find a React developer. While the assistant understood the request and used the correct tool, it failed to find any opportunities and, more importantly, did not create an intent to capture this request for future follow-up. This means the user's need was not fulfilled, and the system has no record of what the user was looking for, which is a key failure signal for this type of interaction.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3424
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "hiring-designer",
+ "message": "Looking for a product designer to help with our mobile app",
+ "need": "express_want",
+ "persona": "detail_oriented"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Looking for a product designer to help with our mobile app"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to find opportunities for a product designer. Please try again."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The assistant completely failed to address the user's need. It immediately returned a 'not found' message without any attempt to understand or capture the user's intent to find a product designer. No intent was created, and the user's request was not acknowledged beyond the error message. The experience was poor as the assistant provided no path forward.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3602
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "cofounder-technical",
+ "message": "I'm a business guy looking for a technical co-founder",
+ "need": "express_want",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm a business guy looking for a technical co-founder"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Find a technical co-founder.\" I'll use this to help you discover relevant connections.\n\nIs there anything else I can help you with today? Perhaps you'd like to refine your profile or explore some initial opportunities?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 1,
+ "reasoning": "The user's underlying need was to find a technical co-founder, which the assistant successfully captured by creating an intent. The assistant's response was natural, confirmed the action taken, and offered relevant next steps, aligning well with the user's persona as someone new to the system. All success signals were met, and no failure signals were triggered.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 6509
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "cofounder-business",
+ "message": "I'm an engineer, need someone who can handle sales and fundraising",
+ "need": "express_want",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm an engineer, need someone who can handle sales and fundraising"
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to find opportunities. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The assistant failed to fulfill the user's need because it encountered an error and could not perform the requested action. No intent was created, and the user's request for someone to handle sales and fundraising was not addressed in any way. This is a clear failure as the core task could not be completed.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 2985
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "learn-ai",
+ "message": "I want to learn about AI and machine learning, looking for a mentor",
+ "need": "express_want",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I want to learn about AI and machine learning, looking for a mentor"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created two intents for you: \"Learn about AI and machine learning\" and \"Find a mentor in AI and machine learning.\"\n\nWould you like to search for people who could mentor you in AI and machine learning?\n"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 0.9,
+ "reasoning": "The assistant successfully identified and captured both parts of the user's request by creating two distinct intents. It then immediately offered a logical next step to fulfill the 'find a mentor' part of the request, demonstrating a good understanding of the user's underlying need and providing a natural, helpful interaction.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 7173
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "startup-advice",
+ "message": "First time founder here, looking for experienced founders to learn from",
+ "need": "express_want",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "First time founder here, looking for experienced founders to learn from"
+ },
+ {
+ "role": "assistant",
+ "content": "I couldn't find any opportunities for \"experienced founders to learn from\" at the moment. This might be due to a temporary issue. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to find experienced founders to learn from. The assistant interpreted this as a direct search query for an 'opportunity' and failed to create an intent or guide the user. The response was a generic 'not found' message, which does not address the user's need at all and provides no path forward. The assistant should have recognized this as a request to connect with mentors or find resources related to experienced founders, rather than a literal 'opportunity' listing.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3861
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "seeking-investment",
+ "message": "We're raising a seed round, looking for angels interested in AI",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "We're raising a seed round, looking for angels interested in AI"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created two intents for you:\n\n* \"Raise a seed round for an AI-focused venture\"\n* \"Connect with angel investors interested in artificial intelligence\"\n\nThese will help you find relevant connections on Index. Good luck with your seed round!"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 1,
+ "reasoning": "The user's underlying need was to capture their interest in finding angel investors for an AI seed round. The assistant successfully created two relevant intents that directly reflect this need, acknowledging and capturing the user's want without asking further questions. The response was natural and helpful, aligning with the user's persona of wanting quick results.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 15827
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "looking-to-invest",
+ "message": "I'm an angel investor looking for early-stage AI startups",
+ "need": "express_offer",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm an angel investor looking for early-stage AI startups"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Invest in early-stage AI startups.\"\n\nNow that your intent is set, I can help you find opportunities. Would you like me to search for early-stage AI startups for you?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0.2,
+ "reasoning": "The user's underlying need was to express what they *have to offer* (being an angel investor). The assistant misinterpreted this as a *want* (an intent to find startups to invest in) and created an intent accordingly. This fundamentally misaligned with the user's actual need to state their offering, not to request a search for themselves. The success signal 'intent/offer captured' was not met because the *type* of intent/offer captured was incorrect.",
+ "successSignals": [],
+ "failureSignals": [
+ "treated as a want instead of offer",
+ "not captured"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 7488
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "collaboration-research",
+ "message": "Looking for researchers to collaborate on an open source LLM project",
+ "need": "express_want",
+ "persona": "detail_oriented"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Looking for researchers to collaborate on an open source LLM project"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Collaborate with researchers on an open source LLM project.\"\n\nI will let you know when I find relevant opportunities. Is there anything else I can help you with?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 1,
+ "reasoning": "The assistant successfully identified the user's underlying need to find collaborators for an LLM project and captured it as an intent. This directly fulfills the user's immediate request and sets the stage for future assistance. The response is concise, natural, and confirms the action taken, aligning with the success signals.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 6962
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "freelance-work",
+ "message": "I'm available for freelance backend work, especially Python/Django",
+ "need": "express_offer",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm available for freelance backend work, especially Python/Django"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Seeking freelance backend work, specifically with Python and Django.\"\n\nI'll let you know when relevant opportunities come up. You can also use the /find_opportunities command to actively search for them.\n\nIs there anything else I can help you with today?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0.2,
+ "reasoning": "The user clearly stated they are 'available for freelance backend work', which signifies an offer of their services. The assistant, however, created an intent for 'seeking freelance backend work', treating it as a want or a job search. This fundamentally misinterprets the user's underlying need to offer their skills, rather than find opportunities for themselves. The intent created does not capture the user's availability as an offer.",
+ "successSignals": [],
+ "failureSignals": [
+ "treated as a want instead of offer",
+ "not captured"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 6419
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "vague-networking",
+ "message": "Just want to meet interesting people in tech",
+ "need": "express_want",
+ "persona": "vague_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Just want to meet interesting people in tech"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to find opportunities for you at the moment. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to find a way to connect with interesting people in tech. The assistant completely failed to understand this as an intent that could be captured or acted upon. Instead, it seems to have interpreted it as a direct search query for 'opportunities' and then reported failure. No intent was created, and the user's desire was not acknowledged or captured in any meaningful way. The response was a dead end, indicating a complete failure to fulfill the need.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 5490
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "vague-help",
+ "message": "need some help with my startup stuff",
+ "need": "express_want",
+ "persona": "mobile_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "need some help with my startup stuff"
+ },
+ {
+ "role": "assistant",
+ "content": "I can definitely help with that! To get started, what specifically are you looking to do with your startup stuff? For example, are you trying to:\n\n* **Create a profile** for yourself or your startup?\n* **Find co-founders** or team members?\n* **Connect with investors** or mentors?\n* **Share your project** or idea with a community?\n* **Update your goals** or needs related to your startup?\n\nThe more details you provide, the better I can assist you!"
+ },
+ {
+ "role": "user",
+ "content": "I'm looking to create a profile for my startup."
+ },
+ {
+ "role": "assistant",
+ "content": "Great! To create a profile for your startup, I'll need some information.\n\nDo you have an existing online presence for your startup, like a website, a LinkedIn page, or a GitHub repository? If so, please provide the links. I can scrape those URLs to gather information for your profile.\n\nAlternatively, you can provide me with details directly, such as:\n\n* **Startup Name:**\n* **A brief description:** What does your startup do?\n* **Your role:** (e.g., Founder, CEO, Developer)\n* **Key skills or technologies:** (e.g., AI, Python, Marketing, Fundraising)\n* **Interests:** (e.g., blockchain, sustainability, SaaS)\n* **Location:** (e.g., San Francisco, Remote)\n\nLet me know how you'd like to proceed!"
+ },
+ {
+ "role": "user",
+ "content": "Yes, we have a website: example.com. Our startup name is 'InnovateX', and we develop AI-powered solutions for small businesses. I am the Founder and CEO."
+ },
+ {
+ "role": "assistant",
+ "content": "It seems there was an issue with the URL format. Please ensure you provide a valid URL starting with `http://` or `https://` (e.g., `https://www.example.com`).\n\nOnce I have the correct URL, I can proceed with creating your profile for InnovateX."
+ }
+ ],
+ "evaluation": {
+ "verdict": "partial",
+ "score": 0.2,
+ "reasoning": "The user's underlying need was to create a profile for their startup. The assistant correctly identified this need and asked for relevant information. However, it failed to process the provided URL due to a formatting issue, which blocked further progress. The assistant also asked for a significant amount of information, which could be cumbersome for a mobile user. No actual profile creation or intent capture occurred, leaving the user's need unfulfilled.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created",
+ "too many questions before action"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "scrape_url"
+ ],
+ "turnCount": 3,
+ "duration": 25433
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "find-ml-people",
+ "message": "Who in this network works with machine learning?",
+ "need": "find_people",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Who in this network works with machine learning?"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to find opportunities for people who work with machine learning. Please try again."
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0,
+ "reasoning": "The user wanted to find people in the network who work with machine learning. The assistant completely misunderstood this request and attempted to find 'opportunities' instead of connections. No search for connections was performed, and therefore the underlying need was not met at all. The assistant used the wrong tool or interpreted the user's query incorrectly.",
+ "successSignals": [],
+ "failureSignals": [
+ "no search done"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3095
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "find-founders",
+ "message": "Show me other founders in my space",
+ "need": "find_people",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Show me other founders in my space"
+ },
+ {
+ "role": "assistant",
+ "content": "Can you tell me more about what space you are referring to? For example, are you looking for founders in a specific industry, or with certain skills or interests?"
+ },
+ {
+ "role": "user",
+ "content": "I'm looking for founders in the AI space, specifically those interested in ethical AI or explainable AI."
+ },
+ {
+ "role": "assistant",
+ "content": "I couldn't find any opportunities matching your specific request at the moment. Would you like to try a different search query or perhaps broaden the scope a bit?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0.2,
+ "reasoning": "The user's underlying need was to discover relevant connections. While the assistant correctly understood the intent and used the appropriate tool, it ultimately failed to provide any connections. The conversation ended with 'no opportunities matching your specific request', meaning the core need was not fulfilled. The assistant did, however, handle the lack of results gracefully by offering alternatives, which is a positive aspect of the interaction quality, but doesn't change the fact that the primary goal was not achieved.",
+ "successSignals": [],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 2,
+ "duration": 5712
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "find-investors",
+ "message": "Are there any investors here interested in healthcare startups?",
+ "need": "find_people",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Are there any investors here interested in healthcare startups?"
+ },
+ {
+ "role": "assistant",
+ "content": "I was unable to search for investors interested in healthcare startups at this time. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to discover relevant connections, specifically investors interested in healthcare startups. The assistant explicitly stated it was 'unable to search' and advised the user to 'try again later.' This directly indicates that the search was not performed and no results were presented, failing to meet the core need. The `find_opportunities` tool was likely called but failed, leading to a generic error message rather than a helpful response. This is a clear failure to fulfill the user's request.",
+ "successSignals": [],
+ "failureSignals": [
+ "no search done"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3806
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "find-designers",
+ "message": "I need to find UX designers who have worked on B2B products",
+ "need": "find_people",
+ "persona": "detail_oriented"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I need to find UX designers who have worked on B2B products"
+ },
+ {
+ "role": "assistant",
+ "content": "I was unable to find opportunities for UX designers with B2B product experience. Please try again."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's need was to find relevant connections (UX designers with B2B experience). The assistant explicitly stated it was 'unable to find opportunities' and offered no further explanation or alternative suggestions. While a search was likely performed, the lack of results combined with a very unhelpful and brief response means the underlying need was not fulfilled. The assistant did not explain why it couldn't find anything, which would have been crucial for a user who 'wants to understand everything precisely'.",
+ "successSignals": [],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3390
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "explore-opportunities",
+ "message": "What opportunities are available for someone with my background?",
+ "need": "explore_serendipity",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "What opportunities are available for someone with my background?"
+ },
+ {
+ "role": "assistant",
+ "content": "What is your background? Please provide some details about your skills, interests, or goals so I can find relevant opportunities for you."
+ },
+ {
+ "role": "user",
+ "content": "I'm a software engineer with 5 years of experience in full-stack development, primarily with Python and React. I'm interested in exploring roles in AI/ML or cybersecurity, but I'm open to other interesting opportunities."
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to find opportunities for you. Please try again in a bit."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to explore opportunities without a specific goal, and the assistant completely failed to provide any suggestions due to an error. While the initial prompt for more information was appropriate, the subsequent error prevented any fulfillment of the need. The user was left with no information and no path forward.",
+ "successSignals": [],
+ "failureSignals": [
+ "no suggestions"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 2,
+ "duration": 4741
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "explore-matches",
+ "message": "Who might be a good match for me?",
+ "need": "explore_serendipity",
+ "persona": "vague_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Who might be a good match for me?"
+ },
+ {
+ "role": "assistant",
+ "content": "What kind of connections or opportunities are you looking for? Please provide a search query."
+ },
+ {
+ "role": "user",
+ "content": "I'm open to anything interesting. Just show me some options."
+ },
+ {
+ "role": "assistant",
+ "content": "I need some more information to find relevant opportunities for you. \"Anything interesting\" is a bit too vague for me to go on.\n\nTo help me find a good match, please tell me:\n\n* **What are your current goals or what are you working on?** (e.g., \"I'm building a new AI startup,\" \"I'm looking for collaborators on a research project about sustainable energy.\")\n* **What skills are you looking for in potential connections?** (e.g., \"I need someone with strong Python development skills,\" \"I'm looking for a marketing expert.\")\n* **What kind of interests do you share?** (e.g., \"I'm interested in generative AI and community building,\" \"I want to connect with people passionate about open-source hardware.\")\n\nOnce I have a better understanding of what you're looking for, I can use that information to find more relevant opportunities."
+ },
+ {
+ "role": "user",
+ "content": "I'm a software engineer with 5 years of experience in full-stack development, primarily with Python and JavaScript. I'm open to exploring new technologies and industries. I'm looking for opportunities that involve challenging technical problems and a collaborative team environment."
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I encountered an issue when trying to find opportunities for you. Please try again."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to explore opportunities without a specific goal. The assistant initially pushed for specific queries, which is a failure signal. Although the user eventually provided more details, the assistant then encountered an error and failed to provide any suggestions, directly triggering the 'no suggestions' failure signal. Therefore, the need was not fulfilled at all.",
+ "successSignals": [],
+ "failureSignals": [
+ "forced to specify before exploring",
+ "no suggestions"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 3,
+ "duration": 6934
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "explore-network",
+ "message": "What's happening in the network? Any interesting people?",
+ "need": "explore_serendipity",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "What's happening in the network? Any interesting people?"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to find any interesting people in the network at this moment. The search for opportunities failed."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to explore and see 'what's happening in the network' and find 'interesting people'. The assistant completely failed to provide any suggestions or facilitate exploration, instead returning a generic error message. This directly triggered the 'no suggestions' failure signal and did not match any success signals. The experience was poor as the user was left with no information.",
+ "successSignals": [],
+ "failureSignals": [
+ "no suggestions"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3563
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "discover-after-intent",
+ "message": "I just said I'm looking for ML engineers - can you find me some?",
+ "need": "find_people",
+ "persona": "frustrated_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I just said I'm looking for ML engineers - can you find me some?"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to find opportunities for \"ML engineers\" right now. Please try again in a bit."
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0,
+ "reasoning": "The user explicitly stated 'I'm looking for ML engineers - can you find me some?', indicating they wanted to find individuals, not job opportunities. The assistant incorrectly interpreted this as a request to find 'opportunities for ML engineers' and used the `find_opportunities` tool, which is designed for job listings. This led to a complete misunderstanding of the user's underlying need to discover relevant connections (people) and a failure to provide any relevant information.",
+ "successSignals": [],
+ "failureSignals": [
+ "no search done",
+ "generic advice instead of results"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 4131
+ }
+ },
+ {
+ "category": "combined",
+ "scenario": {
+ "id": "intent-and-find",
+ "message": "I'm hiring ML engineers - who's available?",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm hiring ML engineers - who's available?"
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to search for opportunities. Please try again in a moment."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to find available ML engineers. The assistant failed to fulfill this need because it encountered an error when trying to use the `find_opportunities` tool. No intent was created, and the user's request was not processed, leading to a complete failure to address the need.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3055
+ }
+ },
+ {
+ "category": "combined",
+ "scenario": {
+ "id": "offer-and-find",
+ "message": "I do freelance React work, who needs a developer?",
+ "need": "express_offer",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I do freelance React work, who needs a developer?"
+ },
+ {
+ "role": "assistant",
+ "content": "I couldn't find any opportunities for \"freelance React developer\" at the moment. Please try again with a different query."
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0,
+ "reasoning": "The user clearly stated an offer ('I do freelance React work, who needs a developer?'), indicating they have a service to provide. The assistant, however, treated this as a request to *find* opportunities for the user, using the `find_opportunities` tool. This completely misunderstood the user's underlying need to make their availability known or offer their services. No success signals were met, and both failure signals were triggered because the offer was treated as a want and was not captured as an offer.",
+ "successSignals": [],
+ "failureSignals": [
+ "treated as a want instead of offer",
+ "not captured"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 4205
+ }
+ },
+ {
+ "category": "combined",
+ "scenario": {
+ "id": "cofounder-and-find",
+ "message": "Looking for a technical co-founder, any engineers here building in AI?",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Looking for a technical co-founder, any engineers here building in AI?"
+ },
+ {
+ "role": "assistant",
+ "content": "It looks like I'm having trouble searching for opportunities right now. Please try again in a little while!"
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user clearly stated they were 'Looking for a technical co-founder' and asked 'any engineers here building in AI?'. This indicates a need to find opportunities or connect with people. The assistant's immediate response was an error message stating it was 'having trouble searching for opportunities right now'. This directly prevented the fulfillment of the user's need to find what they were looking for. No intent was created, and the user's request was not acknowledged beyond the failed tool call.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3638
+ }
+ }
+ ],
+ "timestamp": "2026-02-03T01:42:49.357Z"
+}
\ No newline at end of file
diff --git a/protocol/eval-reports/chat-eval-conversations-2026-02-03T02-06-25.md b/protocol/eval-reports/chat-eval-conversations-2026-02-03T02-06-25.md
new file mode 100644
index 00000000..4e9a0de1
--- /dev/null
+++ b/protocol/eval-reports/chat-eval-conversations-2026-02-03T02-06-25.md
@@ -0,0 +1,854 @@
+# Chat Agent Evaluation - Conversation Logs
+
+**Generated:** 2026-02-03T02:06:25.238Z
+**Total Conversations:** 24
+
+---
+
+## ✅ Successful Conversations
+
+### ✅ hiring-ml-engineer
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I'm looking to hire ML engineers for my startup" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | busy_founder |
+| **Verdict** | SUCCESS |
+| **Score** | 0.9 |
+| **Tools Used** | create_intent |
+| **Turns** | 1 |
+| **Duration** | 33077ms |
+
+**Evaluation:**
+> The assistant successfully identified the user's need to hire ML engineers and immediately created an intent for it, which was a primary success signal. It then proactively offered relevant next steps without asking too many questions, demonstrating an understanding of the user's persona and addressing the need efficiently. The intent captured was accurate and the interaction felt natural.
+
+**Conversation:**
+
+```
+👤 USER:
+I'm looking to hire ML engineers for my startup
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Hiring ML engineers for my startup."
+
+Now that I've captured your intent, would you like me to help you find opportunities or connections
+ related to hiring ML engineers? We can search for people with relevant skills or experience on Index
+ Network.
+
+```
+
+---
+
+### ✅ cofounder-technical
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I'm a business guy looking for a technical co-founder" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | new_user |
+| **Verdict** | SUCCESS |
+| **Score** | 0.9 |
+| **Tools Used** | create_intent |
+| **Turns** | 1 |
+| **Duration** | 6396ms |
+
+**Evaluation:**
+> The assistant successfully identified the user's underlying need to find a technical co-founder and immediately took a proactive step by creating an intent. This directly addresses the user's stated goal and acknowledges their want. The follow-up question is also appropriate, offering further assistance without being overly prescriptive or asking too many questions upfront, which aligns with the user's persona as someone new to the system. The intent created ('Find a technical co-founder') accurately captures the user's request.
+
+**Conversation:**
+
+```
+👤 USER:
+I'm a business guy looking for a technical co-founder
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find a technical co-founder." This will help you get matched
+ with relevant connections.
+
+Would you like me to help you search for technical co-founders now, or is there anything else I can
+ help you with?
+
+```
+
+---
+
+### ✅ seeking-investment
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "We're raising a seed round, looking for angels interested in AI" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | busy_founder |
+| **Verdict** | SUCCESS |
+| **Score** | 1 |
+| **Tools Used** | create_intent |
+| **Turns** | 1 |
+| **Duration** | 25868ms |
+
+**Evaluation:**
+> The assistant successfully identified the user's need to find angels interested in AI for a seed round and immediately created an appropriate intent. It also confirmed that it would notify the user, which aligns with the user's desire for quick results and acknowledged their want. No unnecessary questions were asked, and the interaction was efficient and effective.
+
+**Conversation:**
+
+```
+👤 USER:
+We're raising a seed round, looking for angels interested in AI
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Raise a seed round for an AI-focused venture."
+
+I'll notify you if I find any angels interested in AI. Is there anything else I can help with?
+
+```
+
+---
+
+### ✅ collaboration-research
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Looking for researchers to collaborate on an open source LLM project" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | detail_oriented |
+| **Verdict** | SUCCESS |
+| **Score** | 1 |
+| **Tools Used** | create_intent |
+| **Turns** | 1 |
+| **Duration** | 7721ms |
+
+**Evaluation:**
+> The user's underlying need was to find collaborators for an open-source LLM project. The assistant successfully captured this need by creating an intent, acknowledging the user's request, and indicating future action. This directly aligns with the success signals and demonstrates a high-quality interaction.
+
+**Conversation:**
+
+```
+👤 USER:
+Looking for researchers to collaborate on an open source LLM project
+
+🤖 ASSISTANT:
+I've created an intent for you: "Collaborate with researchers on an open-source LLM project." I'll l
+ et you know if I find anyone!
+
+```
+
+---
+
+### ✅ freelance-work
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I'm available for freelance backend work, especially Python/Django" |
+| **Category** | intent |
+| **Need** | express_offer |
+| **Persona** | power_user |
+| **Verdict** | SUCCESS |
+| **Score** | 0.9 |
+| **Tools Used** | create_intent |
+| **Turns** | 1 |
+| **Duration** | 7410ms |
+
+**Evaluation:**
+> The assistant successfully captured the user's offer for freelance backend work, specifically Python/Django, by creating an intent. This directly addresses the user's underlying need to make their availability and skills known. The response was natural and offered further interaction, indicating a good quality experience.
+
+**Conversation:**
+
+```
+👤 USER:
+I'm available for freelance backend work, especially Python/Django
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find freelance backend work using Python/Django."
+
+I'll let you know if I find any opportunities that match. Would you like me to refine this intent or
+ add more details?
+
+```
+
+---
+
+### ✅ vague-help
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "need some help with my startup stuff" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | mobile_user |
+| **Verdict** | SUCCESS |
+| **Score** | 1 |
+| **Tools Used** | create_intent |
+| **Turns** | 3 |
+| **Duration** | 28453ms |
+
+**Evaluation:**
+> The user's underlying need was to create an intent related to their startup. The assistant successfully guided the user to articulate this intent and then used the `create_intent` tool to fulfill it. The conversation was natural, and the assistant's questions were pertinent to clarifying the user's request. All success signals were met, and no failure signals were triggered.
+
+**Conversation:**
+
+```
+👤 USER:
+need some help with my startup stuff
+
+🤖 ASSISTANT:
+I can help with that! To get started, could you tell me a little more about what you need help with?
+ For example, are you looking to:
+
+* **Create or update your profile** to reflect your startup experience or goals?
+* **Create an intent** related to your startup, like "finding co-founders" or "seeking seed fundin
+ g"?
+* **Discover opportunities** to connect with other founders or investors?
+* **Manage an index** (community) related to your startup?
+
+Once I understand what you're trying to do, I can suggest the best way to use Index to help your sta
+ rtup.
+
+👤 USER:
+I want to create an intent related to my startup.
+
+🤖 ASSISTANT:
+Great! Please tell me more about this intent. What is the goal, want, or need you're trying to expre
+ ss for your startup? For example, are you "seeking seed funding," "looking for a technical co-founde
+ r," or something else?
+
+👤 USER:
+I'm looking for a technical co-founder.
+
+🤖 ASSISTANT:
+Okay, I've created an intent for you: "Looking for a technical co-founder."
+
+Is there anything else I can help you with regarding your startup or other aspects of your Index pro
+ file?
+
+```
+
+---
+
+## ⚠️ Partial Success Conversations
+
+### ⚠️ learn-ai
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I want to learn about AI and machine learning, looking for a mentor" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | new_user |
+| **Verdict** | PARTIAL |
+| **Score** | 0.3 |
+| **Tools Used** | create_intent, find_opportunities |
+| **Turns** | 2 |
+| **Duration** | 9428ms |
+
+**Evaluation:**
+> The assistant successfully created an intent based on the user's request and acknowledged their goal, which aligns with the success signals. However, it failed to proceed with the subsequent step of finding opportunities due to an error. This means the user's underlying need to 'find something they're looking for' (mentorship opportunities) was not ultimately fulfilled, even though the initial setup was correct. The experience is partial because the first part of the request was handled well, but the critical second part failed.
+
+**Conversation:**
+
+```
+👤 USER:
+I want to learn about AI and machine learning, looking for a mentor
+
+🤖 ASSISTANT:
+That's a great goal! I've created an intent for you: "Learn about AI and machine learning, looking f
+ or a mentor." I've actually broken this down into two separate intents to make it easier to track an
+ d match you with opportunities.
+
+Now that this is set, I can help you find people who could be mentors or resources for learning. Wou
+ ld you like me to search for opportunities related to AI and machine learning mentorship?
+
+
+👤 USER:
+Yes, please search for opportunities related to AI and machine learning mentorship.
+
+🤖 ASSISTANT:
+I encountered an error when trying to search for opportunities. Please try again in a moment.
+
+```
+
+---
+
+### ⚠️ startup-advice
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "First time founder here, looking for experienced founders to learn from" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | new_user |
+| **Verdict** | PARTIAL |
+| **Score** | 0.3 |
+| **Tools Used** | create_intent, find_opportunities |
+| **Turns** | 2 |
+| **Duration** | 18832ms |
+
+**Evaluation:**
+> The assistant successfully identified the user's need and created an intent, which are good initial steps. However, the critical action of searching for experienced founders failed due to an error, leaving the user's primary need unfulfilled. While the intent was captured, the actual 'finding' part, which is the core of the user's request, did not happen. This makes it a partial fulfillment rather than a complete failure, as some progress was made.
+
+**Conversation:**
+
+```
+👤 USER:
+First time founder here, looking for experienced founders to learn from
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find experienced founders to learn from." I'll use this to h
+ elp you find relevant connections.
+
+Would you like me to search for experienced founders now, or is there anything else you'd like to ad
+ d to your profile or intents?
+
+👤 USER:
+Yes, please search for experienced founders now.
+
+🤖 ASSISTANT:
+I encountered an error when trying to search for experienced founders. Please try again in a moment.
+
+```
+
+---
+
+## ❌ Failed Conversations
+
+### ❌ hiring-frontend
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Need a React developer, someone senior who knows Next.js" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | busy_founder |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 4024ms |
+
+**Evaluation:**
+> The user's underlying need was to find a React developer. While the assistant understood the request and used the correct tool, it failed to fulfill the need because it found no opportunities and did not offer any alternative, such as creating an intent to notify the user when such opportunities arise. This directly contradicts the success signal of 'intent created' and triggers the failure signal of 'no intent created'. The user is left with no path forward.
+
+**Conversation:**
+
+```
+👤 USER:
+Need a React developer, someone senior who knows Next.js
+
+🤖 ASSISTANT:
+I couldn't find any opportunities for a senior React developer with Next.js experience at the moment
+ . Please try again later.
+
+```
+
+---
+
+### ❌ hiring-designer
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Looking for a product designer to help with our mobile app" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | detail_oriented |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 3071ms |
+
+**Evaluation:**
+> The assistant failed to fulfill the user's need because it immediately encountered an error when trying to use the `find_opportunities` tool. No intent was created, and the user's request to find a product designer was not addressed in any meaningful way. The conversation ended with an error message, indicating a complete failure to assist the user.
+
+**Conversation:**
+
+```
+👤 USER:
+Looking for a product designer to help with our mobile app
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for a product designer for your mobile app.
+ Please try again.
+
+```
+
+---
+
+### ❌ cofounder-business
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I'm an engineer, need someone who can handle sales and fundraising" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | power_user |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 3358ms |
+
+**Evaluation:**
+> The user clearly stated their need to find someone with specific skills (sales and fundraising). The assistant attempted to use the `find_opportunities` tool, which seems appropriate for the request. However, the tool execution resulted in an error, preventing any progress. Consequently, no intent was created, and the user's need was not fulfilled in any way. The experience was poor as the assistant immediately failed without providing any alternative or clarification.
+
+**Conversation:**
+
+```
+👤 USER:
+I'm an engineer, need someone who can handle sales and fundraising
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for you. Please try again.
+
+```
+
+---
+
+### ❌ find-ml-people
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Who in this network works with machine learning?" |
+| **Category** | discovery |
+| **Need** | find_people |
+| **Persona** | power_user |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 3546ms |
+
+**Evaluation:**
+> The user's underlying need was to discover relevant connections (people working with machine learning). The assistant completely misunderstood the request, attempting to find 'opportunities' instead of 'people'. This resulted in a generic error message and no attempt to fulfill the actual need. The wrong tool was used, and no search for connections was performed.
+
+**Conversation:**
+
+```
+👤 USER:
+Who in this network works with machine learning?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities related to machine learning at the moment. Please try
+ again later.
+
+```
+
+---
+
+### ❌ find-founders
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Show me other founders in my space" |
+| **Category** | discovery |
+| **Need** | find_people |
+| **Persona** | busy_founder |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 2 |
+| **Duration** | 5159ms |
+
+**Evaluation:**
+> The user's underlying need was to discover relevant connections (founders in their space). The assistant initially asked for clarification, which was a good step. However, after receiving the clarification, the assistant failed to perform the search and instead returned a generic error message. This directly contradicts the success signals (search performed, results presented) and triggers a failure signal (no search done). The user's need was not fulfilled at all.
+
+**Conversation:**
+
+```
+👤 USER:
+Show me other founders in my space
+
+🤖 ASSISTANT:
+What space are you referring to? Could you please provide more details about your interests or the s
+ pecific area you're focused on? This will help me find relevant founders.
+
+👤 USER:
+I'm interested in the AI space, specifically founders working on large language models or generative
+ AI.
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities. Please try again later.
+
+```
+
+---
+
+### ❌ find-investors
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Are there any investors here interested in healthcare startups?" |
+| **Category** | discovery |
+| **Need** | find_people |
+| **Persona** | new_user |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 4222ms |
+
+**Evaluation:**
+> The user's underlying need was to discover relevant connections (investors in healthcare startups). The assistant explicitly stated it was unable to perform the search, directly failing to meet this need. Although the `find_opportunities` tool was used, it did not yield any results or provide a reason for the failure, leading to a generic error message. This directly aligns with the 'no search done' failure signal and provides no value to the user.
+
+**Conversation:**
+
+```
+👤 USER:
+Are there any investors here interested in healthcare startups?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to search for opportunities at this time. Please try again.
+
+```
+
+---
+
+### ❌ find-designers
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I need to find UX designers who have worked on B2B products" |
+| **Category** | discovery |
+| **Need** | find_people |
+| **Persona** | detail_oriented |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 3514ms |
+
+**Evaluation:**
+> The user's underlying need was to find relevant connections (UX designers with B2B product experience). The assistant failed to fulfill this need as it immediately stated it couldn't find opportunities and did not perform any search or offer any alternative. The `find_opportunities` tool was called, but it seems the input was not correctly processed or the tool itself returned an immediate failure without attempting a search based on the user's query. This indicates a failure to understand the query and utilize the available tool effectively.
+
+**Conversation:**
+
+```
+👤 USER:
+I need to find UX designers who have worked on B2B products
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities related to "UX designers with B2B product experience"
+ . Please try again with a different query.
+
+```
+
+---
+
+### ❌ explore-opportunities
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "What opportunities are available for someone with my background?" |
+| **Category** | discovery |
+| **Need** | explore_serendipity |
+| **Persona** | new_user |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 3 |
+| **Duration** | 6251ms |
+
+**Evaluation:**
+> The user's underlying need was to explore opportunities without a specific goal, essentially 'seeing what's out there'. The assistant failed to facilitate this exploration. Initially, it asked for more specifics, which goes against the user's 'open to anything' stance. When the user did provide keywords, the `find_opportunities` tool encountered an error, leading to no suggestions being provided at all. This directly triggered failure signals: the user was forced to specify before exploring, and ultimately received no suggestions. The experience was frustrating and did not help the user in any way.
+
+**Conversation:**
+
+```
+👤 USER:
+What opportunities are available for someone with my background?
+
+🤖 ASSISTANT:
+Could you please tell me more about your background? For example, what are your skills, interests, o
+ r what kind of opportunities are you looking for? This will help me find the most relevant matches f
+ or you.
+
+👤 USER:
+I'm open to anything. I just want to see what's out there.
+
+🤖 ASSISTANT:
+I'm sorry, I couldn't find any opportunities with such a broad request. To help me find suitable opp
+ ortunities, please provide some keywords related to your skills, interests, or the type of roles you
+ are exploring.
+
+👤 USER:
+Okay, let's try 'marketing' or 'project management'.
+
+🤖 ASSISTANT:
+I encountered an error when trying to search for opportunities with "marketing or project management
+ ". It seems there might be an issue with the search functionality at the moment. Please try again la
+ ter, or give me a single, more specific keyword to search with.
+
+```
+
+---
+
+### ❌ explore-matches
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Who might be a good match for me?" |
+| **Category** | discovery |
+| **Need** | explore_serendipity |
+| **Persona** | vague_user |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 2 |
+| **Duration** | 30808ms |
+
+**Evaluation:**
+> The user explicitly stated they were 'not looking for anything specific' and wanted to be shown 'interesting connections or opportunities'. The assistant immediately asked for a specific query, then failed with an error, providing no suggestions whatsoever. This directly contradicts the user's need for exploration and triggered both failure signals.
+
+**Conversation:**
+
+```
+👤 USER:
+Who might be a good match for me?
+
+🤖 ASSISTANT:
+What kind of connections or opportunities are you looking for? Please provide a search query.
+
+👤 USER:
+I'm not looking for anything specific. Just show me some interesting connections or opportunities th
+ at might be relevant to someone in tech.
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities. Please try again or provide a more specifi
+ c query.
+
+```
+
+---
+
+### ❌ explore-network
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "What's happening in the network? Any interesting people?" |
+| **Category** | discovery |
+| **Need** | explore_serendipity |
+| **Persona** | power_user |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 3 |
+| **Duration** | 5667ms |
+
+**Evaluation:**
+> The user explicitly stated they didn't have anyone specific in mind and wanted to 'just show me some interesting people' to explore. The assistant, however, kept pushing for specific criteria, which goes against the user's exploratory intent. When the user finally provided a specific area (AI/ML), the tool returned no results, completely failing to provide any 'interesting people' or facilitate exploration. The assistant's behavior forced the user to specify before exploring, and ultimately provided no suggestions, directly triggering failure signals.
+
+**Conversation:**
+
+```
+👤 USER:
+What's happening in the network? Any interesting people?
+
+🤖 ASSISTANT:
+I can help you find interesting people! What kind of people are you looking for? Do you have any spe
+ cific skills, interests, or goals in mind?
+
+👤 USER:
+I don't have anyone specific in mind. Just show me some interesting people.
+
+🤖 ASSISTANT:
+Since you don't have anyone specific in mind, I can search for general opportunities or interesting
+ profiles. Can you give me a general idea of what you consider "interesting"? For example, are you lo
+ oking for people in a particular field, with certain skills, or working on specific types of project
+ s?
+
+👤 USER:
+I'm interested in people working on AI or machine learning projects.
+
+🤖 ASSISTANT:
+I was unable to find opportunities for people working on AI or machine learning projects. Please try
+ again with a different query.
+
+```
+
+---
+
+### ❌ intent-and-find
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I'm hiring ML engineers - who's available?" |
+| **Category** | combined |
+| **Need** | express_want |
+| **Persona** | busy_founder |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 3176ms |
+
+**Evaluation:**
+> The assistant failed to fulfill the user's need because it encountered an error and could not proceed with finding ML engineers. No intent was created, and the user's request was not addressed, leading to a complete failure.
+
+**Conversation:**
+
+```
+👤 USER:
+I'm hiring ML engineers - who's available?
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for ML engineers. Please try again in a mom
+ ent.
+
+```
+
+---
+
+### ❌ cofounder-and-find
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Looking for a technical co-founder, any engineers here building in AI?" |
+| **Category** | combined |
+| **Need** | express_want |
+| **Persona** | busy_founder |
+| **Verdict** | FAILURE |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 3216ms |
+
+**Evaluation:**
+> The assistant failed to fulfill the user's need to find a technical co-founder. It explicitly stated it was unable to search for opportunities, which directly translates to not creating an intent or acknowledging the user's want. The response was a generic error, providing no value or path forward for the user.
+
+**Conversation:**
+
+```
+👤 USER:
+Looking for a technical co-founder, any engineers here building in AI?
+
+🤖 ASSISTANT:
+I was unable to search for opportunities at this time. Please try again later.
+
+```
+
+---
+
+### ❌ looking-to-invest
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I'm an angel investor looking for early-stage AI startups" |
+| **Category** | intent |
+| **Need** | express_offer |
+| **Persona** | power_user |
+| **Verdict** | MISUNDERSTOOD |
+| **Score** | 0 |
+| **Tools Used** | create_intent |
+| **Turns** | 1 |
+| **Duration** | 7331ms |
+
+**Evaluation:**
+> The user explicitly states 'I'm an angel investor looking for early-stage AI startups,' which implies they are offering their services/capital. The assistant, however, interpreted this as a 'want' and created an intent to notify the user of opportunities, rather than capturing the user's offer to invest. This directly contradicts the user's underlying need to offer something to others.
+
+**Conversation:**
+
+```
+👤 USER:
+I'm an angel investor looking for early-stage AI startups
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Angel investor looking for early-stage AI startups."
+
+I'll notify you when I find relevant opportunities. Is there anything else I can help you with?
+
+```
+
+---
+
+### ❌ vague-networking
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "Just want to meet interesting people in tech" |
+| **Category** | intent |
+| **Need** | express_want |
+| **Persona** | vague_user |
+| **Verdict** | MISUNDERSTOOD |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 9404ms |
+
+**Evaluation:**
+> The user expressed a desire to 'meet interesting people in tech,' which is a social networking or community-building need, not a job opportunity search. The assistant incorrectly interpreted this as a request to 'find opportunities' and then failed to do so, providing a generic error message. This indicates a complete misunderstanding of the user's underlying need and a failure to use the correct tools or provide a helpful response.
+
+**Conversation:**
+
+```
+👤 USER:
+Just want to meet interesting people in tech
+
+🤖 ASSISTANT:
+I am sorry, I am unable to find opportunities at this time. Please try again later.
+
+```
+
+---
+
+### ❌ discover-after-intent
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I just said I'm looking for ML engineers - can you find me some?" |
+| **Category** | discovery |
+| **Need** | find_people |
+| **Persona** | frustrated_user |
+| **Verdict** | MISUNDERSTOOD |
+| **Score** | 0.1 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 3611ms |
+
+**Evaluation:**
+> The user explicitly stated they were looking for 'ML engineers' to 'find me some', which clearly indicates a need to discover relevant connections (people). The assistant, however, interpreted this as a search for 'opportunities' and used the `find_opportunities` tool, which is incorrect. This led to a response stating no opportunities were found, completely missing the user's actual need to find people. The assistant provided generic advice ('Please try again with a different query') instead of attempting to find connections, which is a failure signal. The underlying need was not fulfilled because the assistant addressed the wrong need entirely.
+
+**Conversation:**
+
+```
+👤 USER:
+I just said I'm looking for ML engineers - can you find me some?
+
+🤖 ASSISTANT:
+I couldn't find any opportunities for "ML engineers" right now. Please try again with a different qu
+ ery.
+
+```
+
+---
+
+### ❌ offer-and-find
+
+| Property | Value |
+|----------|-------|
+| **User Message** | "I do freelance React work, who needs a developer?" |
+| **Category** | combined |
+| **Need** | express_offer |
+| **Persona** | power_user |
+| **Verdict** | MISUNDERSTOOD |
+| **Score** | 0 |
+| **Tools Used** | find_opportunities |
+| **Turns** | 1 |
+| **Duration** | 3314ms |
+
+**Evaluation:**
+> The user's underlying need was to offer their freelance React work. The assistant completely misunderstood this, interpreting it as a request to 'find opportunities' for the user, rather than recognizing the user was making an offer. This led to the use of an inappropriate tool and a response that did not address the user's actual need at all. The core failure was misinterpreting an offer as a want.
+
+**Conversation:**
+
+```
+👤 USER:
+I do freelance React work, who needs a developer?
+
+🤖 ASSISTANT:
+I wasn't able to find any opportunities using that query. Please try again with a different query.
+
+```
+
+---
diff --git a/protocol/eval-reports/chat-eval-report-2026-02-03T01-56-27.md b/protocol/eval-reports/chat-eval-report-2026-02-03T01-56-27.md
new file mode 100644
index 00000000..e96987d9
--- /dev/null
+++ b/protocol/eval-reports/chat-eval-report-2026-02-03T01-56-27.md
@@ -0,0 +1,794 @@
+# Chat Agent Evaluation Report
+
+**Generated:** 2026-02-03T01:56:27.181Z
+**Total Duration:** 204.2s
+**Total Scenarios:** 24
+
+## Executive Summary
+
+| Metric | Value |
+|--------|-------|
+| Success Rate | 35.4% |
+| ✅ Success | 7 |
+| ⚠️ Partial | 3 |
+| ❌ Failure | 14 |
+
+## Results by Category
+
+| Category | Success | Partial | Failure | Total | Rate |
+|----------|---------|---------|---------|-------|------|
+| intent | 7 | 2 | 4 | 13 | 62% |
+| discovery | 0 | 1 | 7 | 8 | 6% |
+| combined | 0 | 0 | 3 | 3 | 0% |
+
+## Tool Usage Patterns
+
+| Tool | Times Called |
+|------|--------------|
+| find_opportunities | 17 |
+| create_intent | 9 |
+
+## Key Issues Identified
+
+### other
+Affected scenarios: hiring-frontend, cofounder-business, vague-networking, explore-opportunities, explore-matches, explore-network, intent-and-find, offer-and-find, cofounder-and-find
+
+### Poor error recovery: Just said 'try again' on failure
+Affected scenarios: hiring-designer, find-ml-people, find-investors, find-designers
+
+### Misunderstood user intent
+Affected scenarios: discover-after-intent
+
+## Intent Scenarios
+
+### ✅ hiring-ml-engineer
+
+**User Message:** "I'm looking to hire ML engineers for my startup"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need to find something (ML engineers) was immediately acknowledged and captured by creating an intent. The assistant then proactively offered the next logical step, aligning with the user's persona of wanting quick results. All success signals were met, and no failure signals were triggered.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm looking to hire ML engineers for my startup
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Hiring ML engineers for my startup."
+
+Now that I know you're looking for ML engineers, I can help you find relevant opportunities. Would you like me to search for connections who might be a good fit for your startup?
+
+```
+
+
+---
+
+### ❌ hiring-frontend
+
+**User Message:** "Need a React developer, someone senior who knows Next.js"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find a React developer. The assistant's response indicated it couldn't find opportunities *at this moment* and suggested trying again later. This does not fulfill the need to find a developer, nor does it capture the user's intent for future searching or notification. The assistant simply stated a negative result without offering any further assistance or intent capture, which is a key failure signal.
+
+
+View Conversation
+
+```
+👤 USER:
+Need a React developer, someone senior who knows Next.js
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for a senior React developer with Next.js experience at this moment. Please try again later.
+
+```
+
+
+---
+
+### ❌ hiring-designer
+
+**User Message:** "Looking for a product designer to help with our mobile app"
+
+**Need:** express_want | **Persona:** detail_oriented
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user clearly stated they were 'Looking for a product designer to help with our mobile app'. This indicates a need to find a professional. The assistant's response 'I was unable to find opportunities for a product designer. Please try again.' directly contradicts the user's need. The assistant should have interpreted this as a request to find a candidate or a service, not 'opportunities' for a designer. The underlying need was to find a product designer, which was not fulfilled. No intent was created, and the assistant provided a dead-end response.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for a product designer to help with our mobile app
+
+🤖 ASSISTANT:
+I was unable to find opportunities for a product designer. Please try again.
+
+```
+
+
+---
+
+### ⚠️ cofounder-technical
+
+**User Message:** "I'm a business guy looking for a technical co-founder"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** PARTIAL (Score: 0.2)
+
+**Tools Used:** create_intent, find_opportunities
+
+**Evaluation:** The assistant successfully captured the user's intent and offered appropriate next steps, which aligns with acknowledging and capturing the user's want. However, when the user chose to proceed with searching, the underlying tool failed, preventing the core need of finding a technical co-founder from being met. This makes the fulfillment partial, as the initial setup was good but the execution failed.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm a business guy looking for a technical co-founder
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find a technical co-founder." I'll use this to help you find relevant connections.
+
+Would you like me to
+* search for technical co-founders now, or
+* update your profile with more details about your business so I can make more targeted recommendations?
+
+👤 USER:
+Search for technical co-founders now.
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to search for opportunities at this moment. Please try again in a bit!
+
+```
+
+
+---
+
+### ❌ cofounder-business
+
+**User Message:** "I'm an engineer, need someone who can handle sales and fundraising"
+
+**Need:** express_want | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The assistant failed to fulfill the user's need because it encountered an error immediately and could not perform the requested action. No intent was created, and the user's request for 'someone who can handle sales and fundraising' was not processed in any way. The conversation ended with an error message, preventing any progress towards the user's goal.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm an engineer, need someone who can handle sales and fundraising
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities. Please try again in a moment.
+
+```
+
+
+---
+
+### ✅ learn-ai
+
+**User Message:** "I want to learn about AI and machine learning, looking for a mentor"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to express what they were looking for, and have that captured. The assistant successfully created two distinct intents based on the user's statement, acknowledging and capturing their wants. The response was natural and offered a logical next step, indicating a good understanding and proactive assistance.
+
+
+View Conversation
+
+```
+👤 USER:
+I want to learn about AI and machine learning, looking for a mentor
+
+🤖 ASSISTANT:
+Great! I've created two intents for you: "Learn about AI and machine learning" and "Find a mentor in AI and machine learning."
+
+Would you like to search for opportunities or connections related to these interests now?
+
+```
+
+
+---
+
+### ⚠️ startup-advice
+
+**User Message:** "First time founder here, looking for experienced founders to learn from"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** PARTIAL (Score: 0.3)
+
+**Tools Used:** create_intent, find_opportunities
+
+**Evaluation:** The assistant successfully identified the user's need and created an intent, which are good initial steps. However, the core request to 'find experienced founders' was not fulfilled due to a tool error. This makes the fulfillment partial, as the user's ultimate goal was not achieved, despite the initial positive interaction.
+
+
+View Conversation
+
+```
+👤 USER:
+First time founder here, looking for experienced founders to learn from
+
+🤖 ASSISTANT:
+Great! I've created an intent for you to "Find experienced founders to learn from".
+
+Would you like me to search for experienced founders now?
+
+👤 USER:
+Yes, please.
+
+🤖 ASSISTANT:
+I apologize, but I encountered an error when trying to search for experienced founders. Please try again in a moment.
+
+```
+
+
+---
+
+### ✅ seeking-investment
+
+**User Message:** "We're raising a seed round, looking for angels interested in AI"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified the user's need to find angels for an AI seed round and immediately created an intent to capture this. The response was concise, natural, and confirmed that the request was understood and actioned, aligning perfectly with the user's persona and the defined success signals. No failure signals were triggered.
+
+
+View Conversation
+
+```
+👤 USER:
+We're raising a seed round, looking for angels interested in AI
+
+🤖 ASSISTANT:
+I've created an intent for you: "Raise a seed round for AI-related ventures." I'll let you know if I find any angels interested in AI who are looking to invest!
+
+```
+
+
+---
+
+### ✅ looking-to-invest
+
+**User Message:** "I'm an angel investor looking for early-stage AI startups"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need to offer their services as an angel investor was perfectly captured and converted into an intent. The assistant correctly identified this as an 'offer' rather than a 'want' and confirmed that it would notify the user of matching opportunities, fulfilling all success signals and demonstrating good quality interaction.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm an angel investor looking for early-stage AI startups
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Invest in early-stage AI startups as an angel investor."
+
+I'll let you know if I find any matching opportunities. Is there anything else I can help you with?
+
+```
+
+
+---
+
+### ✅ collaboration-research
+
+**User Message:** "Looking for researchers to collaborate on an open source LLM project"
+
+**Need:** express_want | **Persona:** detail_oriented
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified the user's underlying need to find collaborators for an LLM project and captured it as an intent. This directly fulfills the user's immediate request and sets up the system to provide further assistance. The response was natural and the correct tool was used, leading to a high-quality interaction.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for researchers to collaborate on an open source LLM project
+
+🤖 ASSISTANT:
+I've created an intent for you: "Collaborate with researchers on open-source LLM projects." I'll use this to help you find relevant opportunities and connections.
+
+```
+
+
+---
+
+### ✅ freelance-work
+
+**User Message:** "I'm available for freelance backend work, especially Python/Django"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need to offer their services was fully met. The assistant correctly interpreted the user's statement as an offer, created an appropriate intent, and confirmed its understanding. The response was natural and helpful, suggesting further actions the user could take.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm available for freelance backend work, especially Python/Django
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Seeking freelance backend work, specifically with Python/Django technologies."
+
+I'll let you know if any relevant opportunities come up. You can also use the "find_opportunities" tool to actively search for them. Is there anything else I can help you with?
+
+```
+
+
+---
+
+### ❌ vague-networking
+
+**User Message:** "Just want to meet interesting people in tech"
+
+**Need:** express_want | **Persona:** vague_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find 'interesting people in tech', which implies a desire to connect or network. The assistant, however, interpreted this literally as a search query for 'opportunities' and failed because 'people in tech' is not a valid opportunity. The assistant did not attempt to clarify the user's ambiguous request or suggest alternative interpretations, leading to a complete failure to address the user's need. No intent was created, which is a key failure signal.
+
+
+View Conversation
+
+```
+👤 USER:
+Just want to meet interesting people in tech
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for "people in tech". Please try again with a more specific request.
+
+```
+
+
+---
+
+### ✅ vague-help
+
+**User Message:** "need some help with my startup stuff"
+
+**Need:** express_want | **Persona:** mobile_user
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to create an intent to find a co-founder. The assistant successfully guided the user through the process, gathered the necessary details, and created a well-formulated intent. All success signals were met, and no failure signals were triggered. The quality of the interaction was high, with natural responses and correct tool usage.
+
+
+View Conversation
+
+```
+👤 USER:
+need some help with my startup stuff
+
+🤖 ASSISTANT:
+Okay, I can help with that! To get started, what specifically are you looking to do with your startup stuff? For example, are you looking to:
+
+* **Create or update your profile** to reflect your startup focus (skills, interests, bio)?
+* **Create an "intent"** related to your startup (e.g., "seeking co-founder," "looking for funding," "need beta testers")?
+* **Find opportunities** related to your startup (e.g., connections, resources)?
+* **Manage an "index"** or community you own for startup founders?
+
+Let me know what's on your mind!
+
+👤 USER:
+I want to create an intent to find a co-founder.
+
+🤖 ASSISTANT:
+Great! To create an intent for finding a co-founder, please tell me a bit more about what you're looking for. For example, what kind of skills or experience should this co-founder have? What kind of startup are you working on? The more details you provide, the better I can formulate the intent.
+
+👤 USER:
+I'm looking for a technical co-founder with strong software development skills, ideally with experience in AI/ML. The startup is in the healthcare tech space, focusing on predictive analytics for patient outcomes.
+
+🤖 ASSISTANT:
+Great! I've created the following intent for you:
+
+"Seeking a technical co-founder with strong AI/ML software development skills for a healthcare tech startup focused on predictive analytics for patient outcomes."
+
+Is there anything else I can help you with regarding your startup or other goals?
+
+```
+
+
+---
+
+## Discovery Scenarios
+
+### ❌ find-ml-people
+
+**User Message:** "Who in this network works with machine learning?"
+
+**Need:** find_people | **Persona:** power_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user asked to find people ('Who in this network works with machine learning?'), but the assistant used a tool to find 'opportunities' (find_opportunities). This indicates a fundamental misunderstanding of the user's request. Consequently, no search for people was performed, and the user received a generic 'try again' message for something they didn't even ask for. The underlying need to discover relevant connections was not met at all.
+
+
+View Conversation
+
+```
+👤 USER:
+Who in this network works with machine learning?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities related to machine learning at the moment. Please try again in a bit!
+
+```
+
+
+---
+
+### ⚠️ find-founders
+
+**User Message:** "Show me other founders in my space"
+
+**Need:** find_people | **Persona:** busy_founder
+
+**Verdict:** PARTIAL (Score: 0.7)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The underlying need was to discover relevant connections. The assistant successfully performed a search based on the user's criteria and explained why no results were found, which fulfills the 'results presented or explained why none' success signal. However, no actual connections were presented, so the core need of 'discovering connections' wasn't fully met, even though the process was handled correctly. The assistant's response was natural and the correct tool was used, leading to a good quality score, but the lack of direct results makes it a partial fulfillment.
+
+
+View Conversation
+
+```
+👤 USER:
+Show me other founders in my space
+
+🤖 ASSISTANT:
+What kind of founders are you looking for, and what space are you referring to? Knowing this will help me find the most relevant connections for you.
+
+👤 USER:
+I'm looking for founders who have successfully scaled a SaaS company from early stage to Series B or C, specifically in the B2B marketing automation space.
+
+🤖 ASSISTANT:
+I couldn't find any opportunities matching your specific request at the moment. Please try again with a different query. I can look for founders with other specializations or in different industries!
+
+```
+
+
+---
+
+### ❌ find-investors
+
+**User Message:** "Are there any investors here interested in healthcare startups?"
+
+**Need:** find_people | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections, specifically investors in healthcare startups. The assistant completely failed to fulfill this need. It returned a generic error message stating it was 'unable to search for opportunities at this moment' and asked the user to try again. No search was performed, and no results were presented or explained. This directly triggered failure signals and did not match any success signals. The quality of the experience was very poor as the user received no useful information and their query was not addressed.
+
+
+View Conversation
+
+```
+👤 USER:
+Are there any investors here interested in healthcare startups?
+
+🤖 ASSISTANT:
+I was unable to search for opportunities at this moment. Please try again.
+
+```
+
+
+---
+
+### ❌ find-designers
+
+**User Message:** "I need to find UX designers who have worked on B2B products"
+
+**Need:** find_people | **Persona:** detail_oriented
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user explicitly stated 'I need to find UX designers', indicating a desire to find people (connections). The assistant, however, used a tool designed for finding 'opportunities' and then reported that it couldn't find 'opportunities' for the given query. This shows a fundamental misunderstanding of the user's intent. The assistant did not attempt to find connections, which was the user's actual need, and instead provided a generic 'try again' message without offering alternatives or clarifying its capabilities.
+
+
+View Conversation
+
+```
+👤 USER:
+I need to find UX designers who have worked on B2B products
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for "UX designers with B2B product experience". Please try again with a different search query.
+
+```
+
+
+---
+
+### ❌ explore-opportunities
+
+**User Message:** "What opportunities are available for someone with my background?"
+
+**Need:** explore_serendipity | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0.1)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to see what opportunities were out there, without a specific goal. While the assistant correctly asked for more information and used the appropriate tool, it ultimately failed to provide any opportunities. This directly contradicts the user's need for exploration and seeing what's available. The 'no suggestions' failure signal was triggered, indicating the core need was not met.
+
+
+View Conversation
+
+```
+👤 USER:
+What opportunities are available for someone with my background?
+
+🤖 ASSISTANT:
+I can help with that! To give you the best opportunities, could you please tell me a bit about your background? For example, what are your key skills, interests, or what kind of role are you looking for?
+
+👤 USER:
+I'm a software engineer with experience in Python and JavaScript. I'm open to exploring roles in web development or data engineering.
+
+🤖 ASSISTANT:
+I couldn't find any opportunities matching your specific background at the moment. Would you like to try a different search query or perhaps broaden your preferences?
+
+```
+
+
+---
+
+### ❌ explore-matches
+
+**User Message:** "Who might be a good match for me?"
+
+**Need:** explore_serendipity | **Persona:** vague_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to explore opportunities without a specific goal, essentially 'seeing what's out there'. The assistant initially forced the user to specify their interests, which is a failure signal. Even after the user provided more details, the `find_opportunities` tool failed to return any results, leading to a generic error message. This directly contradicts the user's need for exploration and providing relevant suggestions. Therefore, the need was not fulfilled at all.
+
+
+View Conversation
+
+```
+👤 USER:
+Who might be a good match for me?
+
+🤖 ASSISTANT:
+Please tell me more about what you're looking for! What kind of connections or opportunities are you hoping to find?
+
+👤 USER:
+I'm open to anything really. Just seeing what's out there.
+
+🤖 ASSISTANT:
+I can search for anything, but I need a starting point. To help me find the best matches for you, could you tell me a little bit about:
+
+* **Your skills?** (e.g., "Python programming," "marketing," "product management")
+* **Your interests?** (e.g., "artificial intelligence," "sustainable living," "startups")
+* **Your current goals or what you're trying to achieve?** (e.g., "find a mentor in AI," "collaborate on a new project," "explore new career paths")
+
+The more information you give me, the better I can tailor the results!
+
+👤 USER:
+I'm a software engineer with a focus on backend development. I'm interested in distributed systems and cloud infrastructure. I'm looking to explore new career paths and see what interesting opportunities are out there.
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for you at the moment. It seems there was an issue with the search. Please try again later!
+
+```
+
+
+---
+
+### ❌ explore-network
+
+**User Message:** "What's happening in the network? Any interesting people?"
+
+**Need:** explore_serendipity | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user explicitly stated they were 'open to anything interesting' and wanted to 'just show me some diverse profiles or opportunities'. Their underlying need was to explore without a specific goal. The assistant failed to facilitate this exploration, instead pushing back and demanding more specific criteria, directly contradicting the user's stated desire and triggering failure signals. No relevant suggestions were provided, and the user was forced to specify before exploring.
+
+
+View Conversation
+
+```
+👤 USER:
+What's happening in the network? Any interesting people?
+
+🤖 ASSISTANT:
+Can you please tell me more about what kind of people or opportunities you are looking for? I can search for relevant connections based on your interests, skills, or goals.
+
+👤 USER:
+I'm open to anything interesting. Just show me some diverse profiles or opportunities that might be relevant to someone in tech, but not necessarily looking for a job.
+
+🤖 ASSISTANT:
+I couldn't find any opportunities with that broad query. Please try to be more specific about what you're looking for. For example, you could mention:
+
+* **Specific skills or technologies** you're interested in (e.g., "AI ethicists," "blockchain developers," "UX designers").
+* **Types of projects or collaborations** that excite you (e.g., "open-source projects," "startup co-founders," "mentorship opportunities").
+* **Industries or domains** you want to explore (e.g., "fintech innovation," "sustainable tech," "health tech").
+* **Geographic locations** if that's relevant.
+
+The more details you provide, the better I can narrow down the search to find something truly interesting for you!
+
+```
+
+
+---
+
+### ❌ discover-after-intent
+
+**User Message:** "I just said I'm looking for ML engineers - can you find me some?"
+
+**Need:** find_people | **Persona:** frustrated_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user explicitly stated they were looking for 'ML engineers' with the intent to find connections, but the assistant misinterpreted this as a request for 'opportunities' and used the wrong tool. Consequently, no search for connections was performed, and the user's underlying need to discover relevant connections was not met at all. The assistant's response was a generic error message from the incorrect tool, failing to address the user's actual need or provide any useful information.
+
+
+View Conversation
+
+```
+👤 USER:
+I just said I'm looking for ML engineers - can you find me some?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for "ML engineers". Please try again.
+
+```
+
+
+---
+
+## Combined Scenarios
+
+### ❌ intent-and-find
+
+**User Message:** "I'm hiring ML engineers - who's available?"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user clearly stated their need to find available ML engineers. The assistant, however, encountered an error and was unable to proceed with the request. This resulted in no intent being created and the user's need remaining completely unfulfilled. The experience was poor as the user received an error message instead of a solution.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm hiring ML engineers - who's available?
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for ML engineers. Please try again.
+
+```
+
+
+---
+
+### ❌ offer-and-find
+
+**User Message:** "I do freelance React work, who needs a developer?"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user was offering their services ('who needs a developer?'), but the assistant interpreted this as a request to find opportunities for the user. This is a fundamental misunderstanding of the user's underlying need to offer something to others. The assistant's response directly contradicts the user's intent by stating it couldn't find opportunities for the user, rather than capturing the user's offer.
+
+
+View Conversation
+
+```
+👤 USER:
+I do freelance React work, who needs a developer?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for "freelance React developer" at the moment. Please try again with a different query.
+
+```
+
+
+---
+
+### ❌ cofounder-and-find
+
+**User Message:** "Looking for a technical co-founder, any engineers here building in AI?"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The assistant failed to fulfill the user's need because it encountered an error and could not process the request. No intent was created, and the user's query for a technical co-founder was not addressed. This directly contradicts the user's expectation for quick results and fast action.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for a technical co-founder, any engineers here building in AI?
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities. Please try again in a moment.
+
+```
+
+
+---
+
+## Recommendations
+
+2. **Improve discovery error handling:** Most discovery scenarios fail. The agent should gracefully handle empty results and offer alternatives (e.g., create an intent to be notified when matches appear).
+
+3. **Distinguish offers from wants:** The agent treats user offers (e.g., 'I do freelance work') the same as wants. It should recognize offers and create appropriate intents.
+
+4. **Improve intent verification:** Some valid user intents are being dropped by the semantic verifier. Review the ASSERTIVE classification logic.
diff --git a/protocol/eval-reports/chat-eval-report-2026-02-03T02-01-12.md b/protocol/eval-reports/chat-eval-report-2026-02-03T02-01-12.md
new file mode 100644
index 00000000..d2d8b3c5
--- /dev/null
+++ b/protocol/eval-reports/chat-eval-report-2026-02-03T02-01-12.md
@@ -0,0 +1,833 @@
+# Chat Agent Evaluation Report
+
+**Generated:** 2026-02-03T02:01:12.645Z
+**Total Duration:** 219.0s
+**Total Scenarios:** 24
+
+## Executive Summary
+
+| Metric | Value |
+|--------|-------|
+| Success Rate | 31.3% |
+| ✅ Success | 6 |
+| ⚠️ Partial | 3 |
+| ❌ Failure | 15 |
+
+## Results by Category
+
+| Category | Success | Partial | Failure | Total | Rate |
+|----------|---------|---------|---------|-------|------|
+| intent | 5 | 3 | 5 | 13 | 50% |
+| discovery | 0 | 0 | 8 | 8 | 0% |
+| combined | 1 | 0 | 2 | 3 | 33% |
+
+## Tool Usage Patterns
+
+| Tool | Times Called |
+|------|--------------|
+| find_opportunities | 19 |
+| create_intent | 9 |
+
+## Key Issues Identified
+
+### Poor error recovery: Just said 'try again' on failure
+Affected scenarios: hiring-frontend, vague-help, find-ml-people, explore-opportunities
+
+### Confused offer vs want
+Affected scenarios: hiring-designer
+
+### other
+Affected scenarios: cofounder-business, find-founders, find-investors, find-designers, explore-matches, explore-network, discover-after-intent, intent-and-find, cofounder-and-find
+
+### Wrong tool: Used find_opportunities instead of create_intent
+Affected scenarios: vague-networking
+
+## Intent Scenarios
+
+### ⚠️ hiring-ml-engineer
+
+**User Message:** "I'm looking to hire ML engineers for my startup"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** PARTIAL (Score: 0.3)
+
+**Tools Used:** create_intent, find_opportunities
+
+**Evaluation:** The assistant partially fulfilled the user's need by creating an intent and acknowledging the request. However, it failed to execute the subsequent and crucial step of searching for ML engineers, which was the user's primary goal after the intent was set. The generic error message further detracts from the quality of the experience, leaving the user's core need unmet.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm looking to hire ML engineers for my startup
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Hire ML engineers for a startup."
+
+I can also help you find relevant candidates. Would you like me to search for ML engineers, or refine this intent further?
+
+👤 USER:
+Yes, please search for ML engineers.
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to search for ML engineers at this moment. Please try again.
+
+```
+
+
+---
+
+### ❌ hiring-frontend
+
+**User Message:** "Need a React developer, someone senior who knows Next.js"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user clearly stated a need for a React developer with specific qualifications. The assistant's immediate response was a failure to find opportunities and a generic suggestion to 'try again with a different query'. This indicates that the underlying need (finding someone or at least acknowledging the request and creating an intent) was not met. No intent was created, and the user was left with no progress.
+
+
+View Conversation
+
+```
+👤 USER:
+Need a React developer, someone senior who knows Next.js
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for a Senior React developer with Next.js experience. Please try again with a different query.
+
+```
+
+
+---
+
+### ❌ hiring-designer
+
+**User Message:** "Looking for a product designer to help with our mobile app"
+
+**Need:** express_want | **Persona:** detail_oriented
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user clearly stated they were 'looking for a product designer to help with our mobile app'. The assistant's response was a direct denial without any attempt to capture the intent, ask clarifying questions, or offer alternative solutions. This directly contradicts the success signals of 'intent created' and 'want acknowledged and captured'. The assistant essentially shut down the conversation without addressing the underlying need to find a product designer.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for a product designer to help with our mobile app
+
+🤖 ASSISTANT:
+I wasn't able to find opportunities for a product designer for your mobile app at this moment. Please try again later!
+
+```
+
+
+---
+
+### ✅ cofounder-technical
+
+**User Message:** "I'm a business guy looking for a technical co-founder"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to find a technical co-founder, which the assistant immediately acknowledged and captured by creating an intent. This directly fulfills the core need. The assistant then proactively offered next steps, demonstrating a good understanding of the user's likely progression and providing a natural, helpful experience for a new user.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm a business guy looking for a technical co-founder
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find a technical co-founder." I'll use this to help you find relevant connections.
+
+Would you like me to start searching for potential co-founders now, or would you like to add more details about your project or what you're looking for in a co-founder?
+
+```
+
+
+---
+
+### ❌ cofounder-business
+
+**User Message:** "I'm an engineer, need someone who can handle sales and fundraising"
+
+**Need:** express_want | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find someone who can handle sales and fundraising. The assistant attempted to use a tool but encountered an error, preventing it from fulfilling the request. No intent was created, and the user's need was not addressed in any way. This is a clear failure as the core task could not be completed.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm an engineer, need someone who can handle sales and fundraising
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for you. Please try again.
+
+```
+
+
+---
+
+### ✅ learn-ai
+
+**User Message:** "I want to learn about AI and machine learning, looking for a mentor"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified the user's underlying needs (learning about AI/ML and finding a mentor) and proactively created two distinct intents to capture these. This directly addresses the user's stated desire and acknowledges their wants, fulfilling the core need. The response was natural and the correct tool was used efficiently without unnecessary questions, which is good for a new user.
+
+
+View Conversation
+
+```
+👤 USER:
+I want to learn about AI and machine learning, looking for a mentor
+
+🤖 ASSISTANT:
+I've created two intents for you: "Learn about AI and machine learning" and "Find a mentor for AI and machine learning." Is there anything else I can help you with?
+
+```
+
+
+---
+
+### ⚠️ startup-advice
+
+**User Message:** "First time founder here, looking for experienced founders to learn from"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** PARTIAL (Score: 0.3)
+
+**Tools Used:** create_intent, find_opportunities
+
+**Evaluation:** The assistant successfully identified the user's need and created an intent, which are positive steps. However, the subsequent attempt to fulfill the core need (finding founders) resulted in an error, leaving the user's primary goal unaddressed. While the initial interaction was good, the ultimate failure to deliver makes it a partial fulfillment.
+
+
+View Conversation
+
+```
+👤 USER:
+First time founder here, looking for experienced founders to learn from
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find experienced founders to learn from."
+
+Now that I know what you're looking for, I can help you find relevant connections. Would you like me to search for experienced founders for you now?
+
+👤 USER:
+Yes, please.
+
+🤖 ASSISTANT:
+I encountered an error when trying to search for experienced founders. Please try again in a moment.
+
+```
+
+
+---
+
+### ✅ seeking-investment
+
+**User Message:** "We're raising a seed round, looking for angels interested in AI"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to find angels interested in AI for a seed round. The assistant successfully captured this intent by creating an intent 'Raise a seed round for an AI-focused venture.' and confirmed that it would notify the user of matching opportunities. This directly fulfills the user's need and aligns with the success signals. The interaction was quick and efficient, matching the user's persona.
+
+
+View Conversation
+
+```
+👤 USER:
+We're raising a seed round, looking for angels interested in AI
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Raise a seed round for an AI-focused venture."
+
+I'll notify you of any potential angels or opportunities that match this intent.
+
+
+```
+
+
+---
+
+### ⚠️ looking-to-invest
+
+**User Message:** "I'm an angel investor looking for early-stage AI startups"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** PARTIAL (Score: 0.3)
+
+**Tools Used:** create_intent, find_opportunities
+
+**Evaluation:** The assistant successfully captured the user's intent, which is a key part of the underlying need (having something to offer others). However, the subsequent attempt to find opportunities failed, leaving the user's request for immediate action unfulfilled. This makes the fulfillment partial rather than complete.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm an angel investor looking for early-stage AI startups
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Angel investor looking for early-stage AI startups."
+
+I'll notify you when I find relevant opportunities. Would you like me to search for opportunities right now?
+
+👤 USER:
+Yes, please.
+
+🤖 ASSISTANT:
+I encountered an error while trying to find opportunities. Please try again in a moment.
+
+```
+
+
+---
+
+### ✅ collaboration-research
+
+**User Message:** "Looking for researchers to collaborate on an open source LLM project"
+
+**Need:** express_want | **Persona:** detail_oriented
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified the user's need to find collaborators for an LLM project and captured it as an intent. It then offered a clear next step, which aligns well with the user's persona of wanting precision and understanding. The use of the `create_intent` tool was appropriate and effective. The conversation is natural and proactive, indicating a good quality interaction.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for researchers to collaborate on an open source LLM project
+
+🤖 ASSISTANT:
+I've created an intent for you: "Collaborate with researchers on an open-source LLM project." I'll use this to help you find relevant connections.
+
+Would you like me to start searching for researchers, or perhaps refine this intent further?
+
+```
+
+
+---
+
+### ✅ freelance-work
+
+**User Message:** "I'm available for freelance backend work, especially Python/Django"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully captured the user's offer for freelance backend work, specifically mentioning Python/Django, which aligns perfectly with the 'intent/offer captured' and 'availability noted' success signals. It did not treat it as a want, avoiding the failure signal. The tool used (create_intent) was appropriate, and the response was natural and helpful, offering to search for opportunities immediately.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm available for freelance backend work, especially Python/Django
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Seeking freelance backend work, specifically with Python and Django."
+
+I'll let you know when relevant opportunities come up. Would you like me to search for opportunities right now?
+
+```
+
+
+---
+
+### ❌ vague-networking
+
+**User Message:** "Just want to meet interesting people in tech"
+
+**Need:** express_want | **Persona:** vague_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to 'meet interesting people in tech'. The assistant immediately tried to use a tool (`find_opportunities`) that was not suitable for this broad, social networking-like request. It then failed to find anything and reported a technical issue, completely blocking the user from making any progress towards their goal. No intent was created, and the user's desire was not acknowledged or captured in a meaningful way. The assistant's responses were polite but unhelpful in fulfilling the actual need.
+
+
+View Conversation
+
+```
+👤 USER:
+Just want to meet interesting people in tech
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities for "people in tech". The search didn't return any results. Would you like to try a different search query?
+
+👤 USER:
+Yes, please try 'software engineer'.
+
+🤖 ASSISTANT:
+I apologize, but I'm still unable to find opportunities. It seems there's an issue with the search functionality right now. Please try again later.
+
+```
+
+
+---
+
+### ❌ vague-help
+
+**User Message:** "need some help with my startup stuff"
+
+**Need:** express_want | **Persona:** mobile_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find opportunities and make connections. While the assistant understood this need and used the correct tool, the tool failed to provide any results. This means the core need was not fulfilled. The assistant's response of 'try again later' is not helpful and leaves the user's need completely unaddressed.
+
+
+View Conversation
+
+```
+👤 USER:
+need some help with my startup stuff
+
+🤖 ASSISTANT:
+I can help with that! To get started, could you tell me a bit about what you need help with specifically? For example, are you looking to:
+
+* **Create or update your profile** to reflect your startup work?
+* **Set up some intents** related to your startup goals (e.g., finding co-founders, seeking investment, looking for specific skills)?
+* **Find opportunities** or make connections relevant to your startup?
+* **Manage an Index** (community) for your startup?
+
+The more details you provide, the better I can assist you!
+
+👤 USER:
+I'm looking to find opportunities and make connections relevant to my startup.
+
+🤖 ASSISTANT:
+Great! To help you find the most relevant opportunities and connections for your startup, please tell me some keywords or a short description of what you're looking for.
+
+For example, you could say:
+* "Connections in the AI ethics space"
+* "Opportunities for seed funding for a SaaS product"
+* "People interested in sustainable fashion and circular economy"
+
+👤 USER:
+I'm looking for connections in the AI ethics space and opportunities for seed funding for a SaaS product.
+
+🤖 ASSISTANT:
+It looks like there was an issue finding opportunities right now. I'm unable to retrieve connections in the AI ethics space or seed funding opportunities for a SaaS product at this moment. Please try again later!
+
+```
+
+
+---
+
+## Discovery Scenarios
+
+### ❌ find-ml-people
+
+**User Message:** "Who in this network works with machine learning?"
+
+**Need:** find_people | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections by searching for individuals working with machine learning. The assistant failed to fulfill this need entirely. It returned a generic error message ('I had trouble searching for opportunities. Please try again.') instead of performing the search or explaining why it couldn't. This directly triggered failure signals such as 'no search done' and 'generic advice instead of results'. Although a tool was called, its failure prevented any progress towards the user's goal, leading to a complete failure in addressing the need.
+
+
+View Conversation
+
+```
+👤 USER:
+Who in this network works with machine learning?
+
+🤖 ASSISTANT:
+I had trouble searching for opportunities. Please try again.
+
+```
+
+
+---
+
+### ❌ find-founders
+
+**User Message:** "Show me other founders in my space"
+
+**Need:** find_people | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections (founders in their space). The assistant failed to fulfill this need because it did not perform a search, even after the user provided specific keywords. Instead, it returned a generic 'no opportunities found' message, which is a clear failure signal. The assistant's response was not helpful in advancing the user towards their goal.
+
+
+View Conversation
+
+```
+👤 USER:
+Show me other founders in my space
+
+🤖 ASSISTANT:
+What kind of founders are you looking for? Please provide some keywords or a description of your space so I can find relevant opportunities for you.
+
+👤 USER:
+I'm looking for founders in the AI/ML space, specifically those working on applications in healthcare or biotech. Keywords: AI, ML, healthcare, biotech, founders, startups.
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities related to your search. Please try again with different keywords or a broader search query.
+
+```
+
+
+---
+
+### ❌ find-investors
+
+**User Message:** "Are there any investors here interested in healthcare startups?"
+
+**Need:** find_people | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections by finding investors interested in healthcare startups. The assistant failed to fulfill this need entirely, stating it was 'unable to search for opportunities at this time'. This directly resulted in no search being performed and no results being presented, triggering a clear failure signal. The response was unhelpful and did not address the user's query in any meaningful way.
+
+
+View Conversation
+
+```
+👤 USER:
+Are there any investors here interested in healthcare startups?
+
+🤖 ASSISTANT:
+I was unable to search for opportunities at this time. Please try again later.
+
+```
+
+
+---
+
+### ❌ find-designers
+
+**User Message:** "I need to find UX designers who have worked on B2B products"
+
+**Need:** find_people | **Persona:** detail_oriented
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find relevant connections (UX designers with B2B product experience). The assistant failed to perform any search, instead returning error messages twice. This directly contradicts the success signal of 'search performed' and triggers the failure signal 'no search done'. The assistant did not provide any results or explain why none were found beyond a generic error, thus completely failing to fulfill the user's need.
+
+
+View Conversation
+
+```
+👤 USER:
+I need to find UX designers who have worked on B2B products
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities related to "UX designers with B2B product experience." Please try again with a different query.
+
+👤 USER:
+Okay, I'm looking for people who are UX designers AND have B2B product experience.
+
+🤖 ASSISTANT:
+I apologize, but I'm still encountering an issue when trying to search for opportunities. The system is returning an error. Please try again in a moment, or if there's another way I can help, let me know.
+
+```
+
+
+---
+
+### ❌ explore-opportunities
+
+**User Message:** "What opportunities are available for someone with my background?"
+
+**Need:** explore_serendipity | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to explore opportunities without a specific goal, as they were new to the system. The assistant immediately asked for detailed specifications, forcing the user to define their search before exploration. When the user provided details, the tool failed to find anything and the assistant simply stated it couldn't find opportunities and asked the user to 'try again'. This completely failed to facilitate exploration or provide any relevant suggestions, directly triggering failure signals.
+
+
+View Conversation
+
+```
+👤 USER:
+What opportunities are available for someone with my background?
+
+🤖 ASSISTANT:
+Please tell me about your background, skills, and what kind of opportunities you are looking for. This will help me find the most relevant connections for you.
+
+👤 USER:
+I have a background in software development, primarily with Python and JavaScript. I'm open to exploring roles in backend, full-stack, or even data engineering. I'm looking for something challenging with good growth potential.
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities related to "Software development with Python and JavaScript, open to backend, full-stack, or data engineering roles with growth potential" at this moment. Please try again.
+
+```
+
+
+---
+
+### ❌ explore-matches
+
+**User Message:** "Who might be a good match for me?"
+
+**Need:** explore_serendipity | **Persona:** vague_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to explore and see what's out there without specific goals. While the assistant made a good attempt to narrow down the user's interests, it ultimately failed to provide any relevant suggestions due to a tool error. This directly contradicts the user's need for exploration and resulted in no fulfillment.
+
+
+View Conversation
+
+```
+👤 USER:
+Who might be a good match for me?
+
+🤖 ASSISTANT:
+To find a good match for you, I need to know what you're looking for. Please tell me:
+
+* **What kind of connections are you seeking?** (e.g., mentors, collaborators, co-founders, people with specific skills)
+* **What are your goals or interests?**
+* **Is there a specific project or idea you're working on?**
+
+Once I have this information, I can search for relevant opportunities and connections.
+
+👤 USER:
+I'm open to anything. Just show me some interesting people or projects that are out there. No specific goals yet.
+
+🤖 ASSISTANT:
+Even if you don't have specific goals, a general idea of your interests or what you find "interesting" would help me find better matches. Are there any broad areas you're curious about, like:
+
+* **Technology** (AI, web3, biotech, etc.)
+* **Startup scene** (VC, incubators, specific industries)
+* **Creative fields** (design, writing, arts)
+* **Social impact** (non-profits, community building)
+
+Or perhaps you'd like to explore opportunities related to your current skills?
+
+If you genuinely have no preferences, I can try to find some generally popular or trending opportunities, but they might not be as relevant without more input from your side.
+
+👤 USER:
+I'm interested in the startup scene, especially anything related to new technologies or innovative business models.
+
+🤖 ASSISTANT:
+It seems like I encountered an issue when trying to find opportunities. Please try again.
+
+```
+
+
+---
+
+### ❌ explore-network
+
+**User Message:** "What's happening in the network? Any interesting people?"
+
+**Need:** explore_serendipity | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to explore 'what's happening in the network' and find 'interesting people' without a specific goal. The assistant immediately asked for specific criteria, which goes against the user's desire for open exploration. Even when the user provided more specific keywords ('Tech, specifically AI or machine learning'), the tool failed to return any results. This directly contradicts the success signal of 'relevant suggestions provided' and triggers the failure signals of 'forced to specify before exploring' and 'no suggestions'. The assistant's final response confirms its inability to fulfill the request, making it a clear failure.
+
+
+View Conversation
+
+```
+👤 USER:
+What's happening in the network? Any interesting people?
+
+🤖 ASSISTANT:
+I can help you find interesting people! What kind of people are you looking for? Do you have any specific skills, interests, or goals in mind?
+
+👤 USER:
+I'm open to anything. Surprise me.
+
+🤖 ASSISTANT:
+I wasn't able to find any opportunities with that general query. To help me find interesting people for you, could you please provide some keywords or areas of interest? For example, are you looking for people in tech, art, science, or something else entirely?
+
+👤 USER:
+Tech, specifically AI or machine learning.
+
+🤖 ASSISTANT:
+I apologize, but I'm still encountering an issue when trying to search for opportunities. The tool is not returning any results at the moment. Can I help you with anything else, perhaps managing your profile or intents?
+
+```
+
+
+---
+
+### ❌ discover-after-intent
+
+**User Message:** "I just said I'm looking for ML engineers - can you find me some?"
+
+**Need:** find_people | **Persona:** frustrated_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user explicitly asked to find ML engineers, indicating a clear need to discover relevant connections. The assistant failed to use the appropriate tool (`find_opportunities`) to perform a search and instead provided a generic, unhelpful response. This directly contradicts the success signals (search performed, results presented or explained why none) and triggers failure signals (no search done, generic advice). The user's underlying need was not met at all.
+
+
+View Conversation
+
+```
+👤 USER:
+I just said I'm looking for ML engineers - can you find me some?
+
+🤖 ASSISTANT:
+I'm sorry, I was unable to find ML engineers for you at this time. Please try again.
+
+```
+
+
+---
+
+## Combined Scenarios
+
+### ❌ intent-and-find
+
+**User Message:** "I'm hiring ML engineers - who's available?"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's need was to find available ML engineers for hiring. The assistant completely failed to address this need, stating it was unable to search for opportunities. This indicates a tool mismatch or a complete inability to understand and act on the user's request. No intent was created, and the user's want was not acknowledged or captured in any meaningful way.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm hiring ML engineers - who's available?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to search for opportunities at this moment. Please try again later.
+
+```
+
+
+---
+
+### ✅ offer-and-find
+
+**User Message:** "I do freelance React work, who needs a developer?"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** find_opportunities, create_intent
+
+**Evaluation:** The user's underlying need to offer their services was successfully fulfilled. The assistant created an intent that clearly states the user's availability for freelance React development. Although the first turn involved a minor misinterpretation (searching for opportunities instead of creating an offer), the assistant quickly corrected course in the second turn, demonstrating good understanding and adaptability. The subsequent suggestions to refine the intent and update the profile further enhance the fulfillment of the user's need.
+
+
+View Conversation
+
+```
+👤 USER:
+I do freelance React work, who needs a developer?
+
+🤖 ASSISTANT:
+I wasn't able to find any opportunities for "freelance React developer" at the moment. Would you like to try a different search query, or perhaps I could help you update your profile with your React skills?
+
+👤 USER:
+I'd like to offer my services as a freelance React developer. How can I post that I'm available for work?
+
+🤖 ASSISTANT:
+I've created an intent for you: "Offer freelance React development services". This will let others know you're available for work.
+
+Would you like to refine this intent further, or perhaps add more details to your profile about your React expertise?
+
+```
+
+
+---
+
+### ❌ cofounder-and-find
+
+**User Message:** "Looking for a technical co-founder, any engineers here building in AI?"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user was looking for a technical co-founder, which implies a need to connect with other individuals or create a 'want' that can be matched. The assistant, however, interpreted this as a request to 'find opportunities' and returned a canned response indicating no opportunities were found. This shows a complete misunderstanding of the user's underlying need and the appropriate action to take. No intent was created, and the user's 'want' was not acknowledged or captured.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for a technical co-founder, any engineers here building in AI?
+
+🤖 ASSISTANT:
+I am sorry, I was unable to find any opportunities at this time. Please try again later.
+
+```
+
+
+---
+
+## Recommendations
+
+1. **Rebalance tool selection:** The agent calls `find_opportunities` much more than `create_intent`. When users express a want/need, the agent should first capture it as an intent before searching.
+
+2. **Improve discovery error handling:** Most discovery scenarios fail. The agent should gracefully handle empty results and offer alternatives (e.g., create an intent to be notified when matches appear).
+
+4. **Improve intent verification:** Some valid user intents are being dropped by the semantic verifier. Review the ASSERTIVE classification logic.
diff --git a/protocol/eval-reports/chat-eval-report-2026-02-03T02-06-25.md b/protocol/eval-reports/chat-eval-report-2026-02-03T02-06-25.md
new file mode 100644
index 00000000..7eefad9b
--- /dev/null
+++ b/protocol/eval-reports/chat-eval-report-2026-02-03T02-06-25.md
@@ -0,0 +1,792 @@
+# Chat Agent Evaluation Report
+
+**Generated:** 2026-02-03T02:06:25.237Z
+**Total Duration:** 236.9s
+**Total Scenarios:** 24
+
+## Executive Summary
+
+| Metric | Value |
+|--------|-------|
+| Success Rate | 29.2% |
+| ✅ Success | 6 |
+| ⚠️ Partial | 2 |
+| ❌ Failure | 16 |
+
+## Results by Category
+
+| Category | Success | Partial | Failure | Total | Rate |
+|----------|---------|---------|---------|-------|------|
+| intent | 6 | 2 | 5 | 13 | 54% |
+| discovery | 0 | 0 | 8 | 8 | 0% |
+| combined | 0 | 0 | 3 | 3 | 0% |
+
+## Tool Usage Patterns
+
+| Tool | Times Called |
+|------|--------------|
+| find_opportunities | 17 |
+| create_intent | 9 |
+
+## Key Issues Identified
+
+### other
+Affected scenarios: hiring-frontend, vague-networking, find-founders, find-investors, find-designers, explore-opportunities, explore-matches, explore-network, intent-and-find, cofounder-and-find
+
+### Wrong tool: Used find_opportunities instead of create_intent
+Affected scenarios: hiring-designer, cofounder-business
+
+### Confused offer vs want
+Affected scenarios: looking-to-invest
+
+### Misunderstood user intent
+Affected scenarios: find-ml-people, offer-and-find
+
+### Poor error recovery: Just said 'try again' on failure
+Affected scenarios: discover-after-intent
+
+## Intent Scenarios
+
+### ✅ hiring-ml-engineer
+
+**User Message:** "I'm looking to hire ML engineers for my startup"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified the user's need to hire ML engineers and immediately created an intent for it, which was a primary success signal. It then proactively offered relevant next steps without asking too many questions, demonstrating an understanding of the user's persona and addressing the need efficiently. The intent captured was accurate and the interaction felt natural.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm looking to hire ML engineers for my startup
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Hiring ML engineers for my startup."
+
+Now that I've captured your intent, would you like me to help you find opportunities or connections related to hiring ML engineers? We can search for people with relevant skills or experience on Index Network.
+
+```
+
+
+---
+
+### ❌ hiring-frontend
+
+**User Message:** "Need a React developer, someone senior who knows Next.js"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find a React developer. While the assistant understood the request and used the correct tool, it failed to fulfill the need because it found no opportunities and did not offer any alternative, such as creating an intent to notify the user when such opportunities arise. This directly contradicts the success signal of 'intent created' and triggers the failure signal of 'no intent created'. The user is left with no path forward.
+
+
+View Conversation
+
+```
+👤 USER:
+Need a React developer, someone senior who knows Next.js
+
+🤖 ASSISTANT:
+I couldn't find any opportunities for a senior React developer with Next.js experience at the moment. Please try again later.
+
+```
+
+
+---
+
+### ❌ hiring-designer
+
+**User Message:** "Looking for a product designer to help with our mobile app"
+
+**Need:** express_want | **Persona:** detail_oriented
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The assistant failed to fulfill the user's need because it immediately encountered an error when trying to use the `find_opportunities` tool. No intent was created, and the user's request to find a product designer was not addressed in any meaningful way. The conversation ended with an error message, indicating a complete failure to assist the user.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for a product designer to help with our mobile app
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for a product designer for your mobile app. Please try again.
+
+```
+
+
+---
+
+### ✅ cofounder-technical
+
+**User Message:** "I'm a business guy looking for a technical co-founder"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified the user's underlying need to find a technical co-founder and immediately took a proactive step by creating an intent. This directly addresses the user's stated goal and acknowledges their want. The follow-up question is also appropriate, offering further assistance without being overly prescriptive or asking too many questions upfront, which aligns with the user's persona as someone new to the system. The intent created ('Find a technical co-founder') accurately captures the user's request.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm a business guy looking for a technical co-founder
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find a technical co-founder." This will help you get matched with relevant connections.
+
+Would you like me to help you search for technical co-founders now, or is there anything else I can help you with?
+
+```
+
+
+---
+
+### ❌ cofounder-business
+
+**User Message:** "I'm an engineer, need someone who can handle sales and fundraising"
+
+**Need:** express_want | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user clearly stated their need to find someone with specific skills (sales and fundraising). The assistant attempted to use the `find_opportunities` tool, which seems appropriate for the request. However, the tool execution resulted in an error, preventing any progress. Consequently, no intent was created, and the user's need was not fulfilled in any way. The experience was poor as the assistant immediately failed without providing any alternative or clarification.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm an engineer, need someone who can handle sales and fundraising
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for you. Please try again.
+
+```
+
+
+---
+
+### ⚠️ learn-ai
+
+**User Message:** "I want to learn about AI and machine learning, looking for a mentor"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** PARTIAL (Score: 0.3)
+
+**Tools Used:** create_intent, find_opportunities
+
+**Evaluation:** The assistant successfully created an intent based on the user's request and acknowledged their goal, which aligns with the success signals. However, it failed to proceed with the subsequent step of finding opportunities due to an error. This means the user's underlying need to 'find something they're looking for' (mentorship opportunities) was not ultimately fulfilled, even though the initial setup was correct. The experience is partial because the first part of the request was handled well, but the critical second part failed.
+
+
+View Conversation
+
+```
+👤 USER:
+I want to learn about AI and machine learning, looking for a mentor
+
+🤖 ASSISTANT:
+That's a great goal! I've created an intent for you: "Learn about AI and machine learning, looking for a mentor." I've actually broken this down into two separate intents to make it easier to track and match you with opportunities.
+
+Now that this is set, I can help you find people who could be mentors or resources for learning. Would you like me to search for opportunities related to AI and machine learning mentorship?
+
+
+👤 USER:
+Yes, please search for opportunities related to AI and machine learning mentorship.
+
+🤖 ASSISTANT:
+I encountered an error when trying to search for opportunities. Please try again in a moment.
+
+```
+
+
+---
+
+### ⚠️ startup-advice
+
+**User Message:** "First time founder here, looking for experienced founders to learn from"
+
+**Need:** express_want | **Persona:** new_user
+
+**Verdict:** PARTIAL (Score: 0.3)
+
+**Tools Used:** create_intent, find_opportunities
+
+**Evaluation:** The assistant successfully identified the user's need and created an intent, which are good initial steps. However, the critical action of searching for experienced founders failed due to an error, leaving the user's primary need unfulfilled. While the intent was captured, the actual 'finding' part, which is the core of the user's request, did not happen. This makes it a partial fulfillment rather than a complete failure, as some progress was made.
+
+
+View Conversation
+
+```
+👤 USER:
+First time founder here, looking for experienced founders to learn from
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find experienced founders to learn from." I'll use this to help you find relevant connections.
+
+Would you like me to search for experienced founders now, or is there anything else you'd like to add to your profile or intents?
+
+👤 USER:
+Yes, please search for experienced founders now.
+
+🤖 ASSISTANT:
+I encountered an error when trying to search for experienced founders. Please try again in a moment.
+
+```
+
+
+---
+
+### ✅ seeking-investment
+
+**User Message:** "We're raising a seed round, looking for angels interested in AI"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully identified the user's need to find angels interested in AI for a seed round and immediately created an appropriate intent. It also confirmed that it would notify the user, which aligns with the user's desire for quick results and acknowledged their want. No unnecessary questions were asked, and the interaction was efficient and effective.
+
+
+View Conversation
+
+```
+👤 USER:
+We're raising a seed round, looking for angels interested in AI
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Raise a seed round for an AI-focused venture."
+
+I'll notify you if I find any angels interested in AI. Is there anything else I can help with?
+
+```
+
+
+---
+
+### ❌ looking-to-invest
+
+**User Message:** "I'm an angel investor looking for early-stage AI startups"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user explicitly states 'I'm an angel investor looking for early-stage AI startups,' which implies they are offering their services/capital. The assistant, however, interpreted this as a 'want' and created an intent to notify the user of opportunities, rather than capturing the user's offer to invest. This directly contradicts the user's underlying need to offer something to others.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm an angel investor looking for early-stage AI startups
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Angel investor looking for early-stage AI startups."
+
+I'll notify you when I find relevant opportunities. Is there anything else I can help you with?
+
+```
+
+
+---
+
+### ✅ collaboration-research
+
+**User Message:** "Looking for researchers to collaborate on an open source LLM project"
+
+**Need:** express_want | **Persona:** detail_oriented
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to find collaborators for an open-source LLM project. The assistant successfully captured this need by creating an intent, acknowledging the user's request, and indicating future action. This directly aligns with the success signals and demonstrates a high-quality interaction.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for researchers to collaborate on an open source LLM project
+
+🤖 ASSISTANT:
+I've created an intent for you: "Collaborate with researchers on an open-source LLM project." I'll let you know if I find anyone!
+
+```
+
+
+---
+
+### ✅ freelance-work
+
+**User Message:** "I'm available for freelance backend work, especially Python/Django"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** SUCCESS (Score: 0.9)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The assistant successfully captured the user's offer for freelance backend work, specifically Python/Django, by creating an intent. This directly addresses the user's underlying need to make their availability and skills known. The response was natural and offered further interaction, indicating a good quality experience.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm available for freelance backend work, especially Python/Django
+
+🤖 ASSISTANT:
+Great! I've created an intent for you: "Find freelance backend work using Python/Django."
+
+I'll let you know if I find any opportunities that match. Would you like me to refine this intent or add more details?
+
+```
+
+
+---
+
+### ❌ vague-networking
+
+**User Message:** "Just want to meet interesting people in tech"
+
+**Need:** express_want | **Persona:** vague_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user expressed a desire to 'meet interesting people in tech,' which is a social networking or community-building need, not a job opportunity search. The assistant incorrectly interpreted this as a request to 'find opportunities' and then failed to do so, providing a generic error message. This indicates a complete misunderstanding of the user's underlying need and a failure to use the correct tools or provide a helpful response.
+
+
+View Conversation
+
+```
+👤 USER:
+Just want to meet interesting people in tech
+
+🤖 ASSISTANT:
+I am sorry, I am unable to find opportunities at this time. Please try again later.
+
+```
+
+
+---
+
+### ✅ vague-help
+
+**User Message:** "need some help with my startup stuff"
+
+**Need:** express_want | **Persona:** mobile_user
+
+**Verdict:** SUCCESS (Score: 1)
+
+**Tools Used:** create_intent
+
+**Evaluation:** The user's underlying need was to create an intent related to their startup. The assistant successfully guided the user to articulate this intent and then used the `create_intent` tool to fulfill it. The conversation was natural, and the assistant's questions were pertinent to clarifying the user's request. All success signals were met, and no failure signals were triggered.
+
+
+View Conversation
+
+```
+👤 USER:
+need some help with my startup stuff
+
+🤖 ASSISTANT:
+I can help with that! To get started, could you tell me a little more about what you need help with? For example, are you looking to:
+
+* **Create or update your profile** to reflect your startup experience or goals?
+* **Create an intent** related to your startup, like "finding co-founders" or "seeking seed funding"?
+* **Discover opportunities** to connect with other founders or investors?
+* **Manage an index** (community) related to your startup?
+
+Once I understand what you're trying to do, I can suggest the best way to use Index to help your startup.
+
+👤 USER:
+I want to create an intent related to my startup.
+
+🤖 ASSISTANT:
+Great! Please tell me more about this intent. What is the goal, want, or need you're trying to express for your startup? For example, are you "seeking seed funding," "looking for a technical co-founder," or something else?
+
+👤 USER:
+I'm looking for a technical co-founder.
+
+🤖 ASSISTANT:
+Okay, I've created an intent for you: "Looking for a technical co-founder."
+
+Is there anything else I can help you with regarding your startup or other aspects of your Index profile?
+
+```
+
+
+---
+
+## Discovery Scenarios
+
+### ❌ find-ml-people
+
+**User Message:** "Who in this network works with machine learning?"
+
+**Need:** find_people | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections (people working with machine learning). The assistant completely misunderstood the request, attempting to find 'opportunities' instead of 'people'. This resulted in a generic error message and no attempt to fulfill the actual need. The wrong tool was used, and no search for connections was performed.
+
+
+View Conversation
+
+```
+👤 USER:
+Who in this network works with machine learning?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities related to machine learning at the moment. Please try again later.
+
+```
+
+
+---
+
+### ❌ find-founders
+
+**User Message:** "Show me other founders in my space"
+
+**Need:** find_people | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections (founders in their space). The assistant initially asked for clarification, which was a good step. However, after receiving the clarification, the assistant failed to perform the search and instead returned a generic error message. This directly contradicts the success signals (search performed, results presented) and triggers a failure signal (no search done). The user's need was not fulfilled at all.
+
+
+View Conversation
+
+```
+👤 USER:
+Show me other founders in my space
+
+🤖 ASSISTANT:
+What space are you referring to? Could you please provide more details about your interests or the specific area you're focused on? This will help me find relevant founders.
+
+👤 USER:
+I'm interested in the AI space, specifically founders working on large language models or generative AI.
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities. Please try again later.
+
+```
+
+
+---
+
+### ❌ find-investors
+
+**User Message:** "Are there any investors here interested in healthcare startups?"
+
+**Need:** find_people | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to discover relevant connections (investors in healthcare startups). The assistant explicitly stated it was unable to perform the search, directly failing to meet this need. Although the `find_opportunities` tool was used, it did not yield any results or provide a reason for the failure, leading to a generic error message. This directly aligns with the 'no search done' failure signal and provides no value to the user.
+
+
+View Conversation
+
+```
+👤 USER:
+Are there any investors here interested in healthcare startups?
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to search for opportunities at this time. Please try again.
+
+```
+
+
+---
+
+### ❌ find-designers
+
+**User Message:** "I need to find UX designers who have worked on B2B products"
+
+**Need:** find_people | **Persona:** detail_oriented
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to find relevant connections (UX designers with B2B product experience). The assistant failed to fulfill this need as it immediately stated it couldn't find opportunities and did not perform any search or offer any alternative. The `find_opportunities` tool was called, but it seems the input was not correctly processed or the tool itself returned an immediate failure without attempting a search based on the user's query. This indicates a failure to understand the query and utilize the available tool effectively.
+
+
+View Conversation
+
+```
+👤 USER:
+I need to find UX designers who have worked on B2B products
+
+🤖 ASSISTANT:
+I'm sorry, I wasn't able to find opportunities related to "UX designers with B2B product experience". Please try again with a different query.
+
+```
+
+
+---
+
+### ❌ explore-opportunities
+
+**User Message:** "What opportunities are available for someone with my background?"
+
+**Need:** explore_serendipity | **Persona:** new_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to explore opportunities without a specific goal, essentially 'seeing what's out there'. The assistant failed to facilitate this exploration. Initially, it asked for more specifics, which goes against the user's 'open to anything' stance. When the user did provide keywords, the `find_opportunities` tool encountered an error, leading to no suggestions being provided at all. This directly triggered failure signals: the user was forced to specify before exploring, and ultimately received no suggestions. The experience was frustrating and did not help the user in any way.
+
+
+View Conversation
+
+```
+👤 USER:
+What opportunities are available for someone with my background?
+
+🤖 ASSISTANT:
+Could you please tell me more about your background? For example, what are your skills, interests, or what kind of opportunities are you looking for? This will help me find the most relevant matches for you.
+
+👤 USER:
+I'm open to anything. I just want to see what's out there.
+
+🤖 ASSISTANT:
+I'm sorry, I couldn't find any opportunities with such a broad request. To help me find suitable opportunities, please provide some keywords related to your skills, interests, or the type of roles you are exploring.
+
+👤 USER:
+Okay, let's try 'marketing' or 'project management'.
+
+🤖 ASSISTANT:
+I encountered an error when trying to search for opportunities with "marketing or project management". It seems there might be an issue with the search functionality at the moment. Please try again later, or give me a single, more specific keyword to search with.
+
+```
+
+
+---
+
+### ❌ explore-matches
+
+**User Message:** "Who might be a good match for me?"
+
+**Need:** explore_serendipity | **Persona:** vague_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user explicitly stated they were 'not looking for anything specific' and wanted to be shown 'interesting connections or opportunities'. The assistant immediately asked for a specific query, then failed with an error, providing no suggestions whatsoever. This directly contradicts the user's need for exploration and triggered both failure signals.
+
+
+View Conversation
+
+```
+👤 USER:
+Who might be a good match for me?
+
+🤖 ASSISTANT:
+What kind of connections or opportunities are you looking for? Please provide a search query.
+
+👤 USER:
+I'm not looking for anything specific. Just show me some interesting connections or opportunities that might be relevant to someone in tech.
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities. Please try again or provide a more specific query.
+
+```
+
+
+---
+
+### ❌ explore-network
+
+**User Message:** "What's happening in the network? Any interesting people?"
+
+**Need:** explore_serendipity | **Persona:** power_user
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user explicitly stated they didn't have anyone specific in mind and wanted to 'just show me some interesting people' to explore. The assistant, however, kept pushing for specific criteria, which goes against the user's exploratory intent. When the user finally provided a specific area (AI/ML), the tool returned no results, completely failing to provide any 'interesting people' or facilitate exploration. The assistant's behavior forced the user to specify before exploring, and ultimately provided no suggestions, directly triggering failure signals.
+
+
+View Conversation
+
+```
+👤 USER:
+What's happening in the network? Any interesting people?
+
+🤖 ASSISTANT:
+I can help you find interesting people! What kind of people are you looking for? Do you have any specific skills, interests, or goals in mind?
+
+👤 USER:
+I don't have anyone specific in mind. Just show me some interesting people.
+
+🤖 ASSISTANT:
+Since you don't have anyone specific in mind, I can search for general opportunities or interesting profiles. Can you give me a general idea of what you consider "interesting"? For example, are you looking for people in a particular field, with certain skills, or working on specific types of projects?
+
+👤 USER:
+I'm interested in people working on AI or machine learning projects.
+
+🤖 ASSISTANT:
+I was unable to find opportunities for people working on AI or machine learning projects. Please try again with a different query.
+
+```
+
+
+---
+
+### ❌ discover-after-intent
+
+**User Message:** "I just said I'm looking for ML engineers - can you find me some?"
+
+**Need:** find_people | **Persona:** frustrated_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0.1)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user explicitly stated they were looking for 'ML engineers' to 'find me some', which clearly indicates a need to discover relevant connections (people). The assistant, however, interpreted this as a search for 'opportunities' and used the `find_opportunities` tool, which is incorrect. This led to a response stating no opportunities were found, completely missing the user's actual need to find people. The assistant provided generic advice ('Please try again with a different query') instead of attempting to find connections, which is a failure signal. The underlying need was not fulfilled because the assistant addressed the wrong need entirely.
+
+
+View Conversation
+
+```
+👤 USER:
+I just said I'm looking for ML engineers - can you find me some?
+
+🤖 ASSISTANT:
+I couldn't find any opportunities for "ML engineers" right now. Please try again with a different query.
+
+```
+
+
+---
+
+## Combined Scenarios
+
+### ❌ intent-and-find
+
+**User Message:** "I'm hiring ML engineers - who's available?"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The assistant failed to fulfill the user's need because it encountered an error and could not proceed with finding ML engineers. No intent was created, and the user's request was not addressed, leading to a complete failure.
+
+
+View Conversation
+
+```
+👤 USER:
+I'm hiring ML engineers - who's available?
+
+🤖 ASSISTANT:
+I encountered an error when trying to find opportunities for ML engineers. Please try again in a moment.
+
+```
+
+
+---
+
+### ❌ offer-and-find
+
+**User Message:** "I do freelance React work, who needs a developer?"
+
+**Need:** express_offer | **Persona:** power_user
+
+**Verdict:** MISUNDERSTOOD (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The user's underlying need was to offer their freelance React work. The assistant completely misunderstood this, interpreting it as a request to 'find opportunities' for the user, rather than recognizing the user was making an offer. This led to the use of an inappropriate tool and a response that did not address the user's actual need at all. The core failure was misinterpreting an offer as a want.
+
+
+View Conversation
+
+```
+👤 USER:
+I do freelance React work, who needs a developer?
+
+🤖 ASSISTANT:
+I wasn't able to find any opportunities using that query. Please try again with a different query.
+
+```
+
+
+---
+
+### ❌ cofounder-and-find
+
+**User Message:** "Looking for a technical co-founder, any engineers here building in AI?"
+
+**Need:** express_want | **Persona:** busy_founder
+
+**Verdict:** FAILURE (Score: 0)
+
+**Tools Used:** find_opportunities
+
+**Evaluation:** The assistant failed to fulfill the user's need to find a technical co-founder. It explicitly stated it was unable to search for opportunities, which directly translates to not creating an intent or acknowledging the user's want. The response was a generic error, providing no value or path forward for the user.
+
+
+View Conversation
+
+```
+👤 USER:
+Looking for a technical co-founder, any engineers here building in AI?
+
+🤖 ASSISTANT:
+I was unable to search for opportunities at this time. Please try again later.
+
+```
+
+
+---
+
+## Recommendations
+
+2. **Improve discovery error handling:** Most discovery scenarios fail. The agent should gracefully handle empty results and offer alternatives (e.g., create an intent to be notified when matches appear).
+
+3. **Distinguish offers from wants:** The agent treats user offers (e.g., 'I do freelance work') the same as wants. It should recognize offers and create appropriate intents.
+
+4. **Improve intent verification:** Some valid user intents are being dropped by the semantic verifier. Review the ASSERTIVE classification logic.
diff --git a/protocol/eval-reports/chat-eval-results-2026-02-03T02-06-25.json b/protocol/eval-reports/chat-eval-results-2026-02-03T02-06-25.json
new file mode 100644
index 00000000..e67e7884
--- /dev/null
+++ b/protocol/eval-reports/chat-eval-results-2026-02-03T02-06-25.json
@@ -0,0 +1,954 @@
+{
+ "timestamp": "2026-02-03T02:06:25.238Z",
+ "summary": {
+ "total": 24,
+ "success": 6,
+ "partial": 2,
+ "failure": 16,
+ "successRate": "29.2%",
+ "duration": 236864
+ },
+ "toolUsage": {
+ "create_intent": 9,
+ "find_opportunities": 17
+ },
+ "results": [
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "hiring-ml-engineer",
+ "message": "I'm looking to hire ML engineers for my startup",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm looking to hire ML engineers for my startup"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Hiring ML engineers for my startup.\"\n\nNow that I've captured your intent, would you like me to help you find opportunities or connections related to hiring ML engineers? We can search for people with relevant skills or experience on Index Network."
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 0.9,
+ "reasoning": "The assistant successfully identified the user's need to hire ML engineers and immediately created an intent for it, which was a primary success signal. It then proactively offered relevant next steps without asking too many questions, demonstrating an understanding of the user's persona and addressing the need efficiently. The intent captured was accurate and the interaction felt natural.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 33077
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "hiring-frontend",
+ "message": "Need a React developer, someone senior who knows Next.js",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Need a React developer, someone senior who knows Next.js"
+ },
+ {
+ "role": "assistant",
+ "content": "I couldn't find any opportunities for a senior React developer with Next.js experience at the moment. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to find a React developer. While the assistant understood the request and used the correct tool, it failed to fulfill the need because it found no opportunities and did not offer any alternative, such as creating an intent to notify the user when such opportunities arise. This directly contradicts the success signal of 'intent created' and triggers the failure signal of 'no intent created'. The user is left with no path forward.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 4024
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "hiring-designer",
+ "message": "Looking for a product designer to help with our mobile app",
+ "need": "express_want",
+ "persona": "detail_oriented"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Looking for a product designer to help with our mobile app"
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to find opportunities for a product designer for your mobile app. Please try again."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The assistant failed to fulfill the user's need because it immediately encountered an error when trying to use the `find_opportunities` tool. No intent was created, and the user's request to find a product designer was not addressed in any meaningful way. The conversation ended with an error message, indicating a complete failure to assist the user.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3071
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "cofounder-technical",
+ "message": "I'm a business guy looking for a technical co-founder",
+ "need": "express_want",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm a business guy looking for a technical co-founder"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Find a technical co-founder.\" This will help you get matched with relevant connections.\n\nWould you like me to help you search for technical co-founders now, or is there anything else I can help you with?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 0.9,
+ "reasoning": "The assistant successfully identified the user's underlying need to find a technical co-founder and immediately took a proactive step by creating an intent. This directly addresses the user's stated goal and acknowledges their want. The follow-up question is also appropriate, offering further assistance without being overly prescriptive or asking too many questions upfront, which aligns with the user's persona as someone new to the system. The intent created ('Find a technical co-founder') accurately captures the user's request.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 6396
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "cofounder-business",
+ "message": "I'm an engineer, need someone who can handle sales and fundraising",
+ "need": "express_want",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm an engineer, need someone who can handle sales and fundraising"
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to find opportunities for you. Please try again."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user clearly stated their need to find someone with specific skills (sales and fundraising). The assistant attempted to use the `find_opportunities` tool, which seems appropriate for the request. However, the tool execution resulted in an error, preventing any progress. Consequently, no intent was created, and the user's need was not fulfilled in any way. The experience was poor as the assistant immediately failed without providing any alternative or clarification.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3358
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "learn-ai",
+ "message": "I want to learn about AI and machine learning, looking for a mentor",
+ "need": "express_want",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I want to learn about AI and machine learning, looking for a mentor"
+ },
+ {
+ "role": "assistant",
+ "content": "That's a great goal! I've created an intent for you: \"Learn about AI and machine learning, looking for a mentor.\" I've actually broken this down into two separate intents to make it easier to track and match you with opportunities.\n\nNow that this is set, I can help you find people who could be mentors or resources for learning. Would you like me to search for opportunities related to AI and machine learning mentorship?\n"
+ },
+ {
+ "role": "user",
+ "content": "Yes, please search for opportunities related to AI and machine learning mentorship."
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to search for opportunities. Please try again in a moment."
+ }
+ ],
+ "evaluation": {
+ "verdict": "partial",
+ "score": 0.3,
+ "reasoning": "The assistant successfully created an intent based on the user's request and acknowledged their goal, which aligns with the success signals. However, it failed to proceed with the subsequent step of finding opportunities due to an error. This means the user's underlying need to 'find something they're looking for' (mentorship opportunities) was not ultimately fulfilled, even though the initial setup was correct. The experience is partial because the first part of the request was handled well, but the critical second part failed.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent",
+ "find_opportunities"
+ ],
+ "turnCount": 2,
+ "duration": 9428
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "startup-advice",
+ "message": "First time founder here, looking for experienced founders to learn from",
+ "need": "express_want",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "First time founder here, looking for experienced founders to learn from"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Find experienced founders to learn from.\" I'll use this to help you find relevant connections.\n\nWould you like me to search for experienced founders now, or is there anything else you'd like to add to your profile or intents?"
+ },
+ {
+ "role": "user",
+ "content": "Yes, please search for experienced founders now."
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to search for experienced founders. Please try again in a moment."
+ }
+ ],
+ "evaluation": {
+ "verdict": "partial",
+ "score": 0.3,
+ "reasoning": "The assistant successfully identified the user's need and created an intent, which are good initial steps. However, the critical action of searching for experienced founders failed due to an error, leaving the user's primary need unfulfilled. While the intent was captured, the actual 'finding' part, which is the core of the user's request, did not happen. This makes it a partial fulfillment rather than a complete failure, as some progress was made.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent",
+ "find_opportunities"
+ ],
+ "turnCount": 2,
+ "duration": 18832
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "seeking-investment",
+ "message": "We're raising a seed round, looking for angels interested in AI",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "We're raising a seed round, looking for angels interested in AI"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Raise a seed round for an AI-focused venture.\"\n\nI'll notify you if I find any angels interested in AI. Is there anything else I can help with?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 1,
+ "reasoning": "The assistant successfully identified the user's need to find angels interested in AI for a seed round and immediately created an appropriate intent. It also confirmed that it would notify the user, which aligns with the user's desire for quick results and acknowledged their want. No unnecessary questions were asked, and the interaction was efficient and effective.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 25868
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "looking-to-invest",
+ "message": "I'm an angel investor looking for early-stage AI startups",
+ "need": "express_offer",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm an angel investor looking for early-stage AI startups"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Angel investor looking for early-stage AI startups.\"\n\nI'll notify you when I find relevant opportunities. Is there anything else I can help you with?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0,
+ "reasoning": "The user explicitly states 'I'm an angel investor looking for early-stage AI startups,' which implies they are offering their services/capital. The assistant, however, interpreted this as a 'want' and created an intent to notify the user of opportunities, rather than capturing the user's offer to invest. This directly contradicts the user's underlying need to offer something to others.",
+ "successSignals": [],
+ "failureSignals": [
+ "treated as a want instead of offer",
+ "not captured"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 7331
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "collaboration-research",
+ "message": "Looking for researchers to collaborate on an open source LLM project",
+ "need": "express_want",
+ "persona": "detail_oriented"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Looking for researchers to collaborate on an open source LLM project"
+ },
+ {
+ "role": "assistant",
+ "content": "I've created an intent for you: \"Collaborate with researchers on an open-source LLM project.\" I'll let you know if I find anyone!"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 1,
+ "reasoning": "The user's underlying need was to find collaborators for an open-source LLM project. The assistant successfully captured this need by creating an intent, acknowledging the user's request, and indicating future action. This directly aligns with the success signals and demonstrates a high-quality interaction.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 7721
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "freelance-work",
+ "message": "I'm available for freelance backend work, especially Python/Django",
+ "need": "express_offer",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm available for freelance backend work, especially Python/Django"
+ },
+ {
+ "role": "assistant",
+ "content": "Great! I've created an intent for you: \"Find freelance backend work using Python/Django.\"\n\nI'll let you know if I find any opportunities that match. Would you like me to refine this intent or add more details?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 0.9,
+ "reasoning": "The assistant successfully captured the user's offer for freelance backend work, specifically Python/Django, by creating an intent. This directly addresses the user's underlying need to make their availability and skills known. The response was natural and offered further interaction, indicating a good quality experience.",
+ "successSignals": [
+ "intent/offer captured",
+ "availability noted"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 1,
+ "duration": 7410
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "vague-networking",
+ "message": "Just want to meet interesting people in tech",
+ "need": "express_want",
+ "persona": "vague_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Just want to meet interesting people in tech"
+ },
+ {
+ "role": "assistant",
+ "content": "I am sorry, I am unable to find opportunities at this time. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0,
+ "reasoning": "The user expressed a desire to 'meet interesting people in tech,' which is a social networking or community-building need, not a job opportunity search. The assistant incorrectly interpreted this as a request to 'find opportunities' and then failed to do so, providing a generic error message. This indicates a complete misunderstanding of the user's underlying need and a failure to use the correct tools or provide a helpful response.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 9404
+ }
+ },
+ {
+ "category": "intent",
+ "scenario": {
+ "id": "vague-help",
+ "message": "need some help with my startup stuff",
+ "need": "express_want",
+ "persona": "mobile_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "need some help with my startup stuff"
+ },
+ {
+ "role": "assistant",
+ "content": "I can help with that! To get started, could you tell me a little more about what you need help with? For example, are you looking to:\n\n* **Create or update your profile** to reflect your startup experience or goals?\n* **Create an intent** related to your startup, like \"finding co-founders\" or \"seeking seed funding\"?\n* **Discover opportunities** to connect with other founders or investors?\n* **Manage an index** (community) related to your startup?\n\nOnce I understand what you're trying to do, I can suggest the best way to use Index to help your startup."
+ },
+ {
+ "role": "user",
+ "content": "I want to create an intent related to my startup."
+ },
+ {
+ "role": "assistant",
+ "content": "Great! Please tell me more about this intent. What is the goal, want, or need you're trying to express for your startup? For example, are you \"seeking seed funding,\" \"looking for a technical co-founder,\" or something else?"
+ },
+ {
+ "role": "user",
+ "content": "I'm looking for a technical co-founder."
+ },
+ {
+ "role": "assistant",
+ "content": "Okay, I've created an intent for you: \"Looking for a technical co-founder.\"\n\nIs there anything else I can help you with regarding your startup or other aspects of your Index profile?"
+ }
+ ],
+ "evaluation": {
+ "verdict": "success",
+ "score": 1,
+ "reasoning": "The user's underlying need was to create an intent related to their startup. The assistant successfully guided the user to articulate this intent and then used the `create_intent` tool to fulfill it. The conversation was natural, and the assistant's questions were pertinent to clarifying the user's request. All success signals were met, and no failure signals were triggered.",
+ "successSignals": [
+ "intent created",
+ "want acknowledged and captured"
+ ],
+ "failureSignals": []
+ },
+ "metadata": {
+ "toolsUsed": [
+ "create_intent"
+ ],
+ "turnCount": 3,
+ "duration": 28453
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "find-ml-people",
+ "message": "Who in this network works with machine learning?",
+ "need": "find_people",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Who in this network works with machine learning?"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to find opportunities related to machine learning at the moment. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to discover relevant connections (people working with machine learning). The assistant completely misunderstood the request, attempting to find 'opportunities' instead of 'people'. This resulted in a generic error message and no attempt to fulfill the actual need. The wrong tool was used, and no search for connections was performed.",
+ "successSignals": [],
+ "failureSignals": [
+ "no search done",
+ "generic advice instead of results"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3546
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "find-founders",
+ "message": "Show me other founders in my space",
+ "need": "find_people",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Show me other founders in my space"
+ },
+ {
+ "role": "assistant",
+ "content": "What space are you referring to? Could you please provide more details about your interests or the specific area you're focused on? This will help me find relevant founders."
+ },
+ {
+ "role": "user",
+ "content": "I'm interested in the AI space, specifically founders working on large language models or generative AI."
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to find opportunities. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to discover relevant connections (founders in their space). The assistant initially asked for clarification, which was a good step. However, after receiving the clarification, the assistant failed to perform the search and instead returned a generic error message. This directly contradicts the success signals (search performed, results presented) and triggers a failure signal (no search done). The user's need was not fulfilled at all.",
+ "successSignals": [],
+ "failureSignals": [
+ "no search done"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 2,
+ "duration": 5159
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "find-investors",
+ "message": "Are there any investors here interested in healthcare startups?",
+ "need": "find_people",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Are there any investors here interested in healthcare startups?"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to search for opportunities at this time. Please try again."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to discover relevant connections (investors in healthcare startups). The assistant explicitly stated it was unable to perform the search, directly failing to meet this need. Although the `find_opportunities` tool was used, it did not yield any results or provide a reason for the failure, leading to a generic error message. This directly aligns with the 'no search done' failure signal and provides no value to the user.",
+ "successSignals": [],
+ "failureSignals": [
+ "no search done"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 4222
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "find-designers",
+ "message": "I need to find UX designers who have worked on B2B products",
+ "need": "find_people",
+ "persona": "detail_oriented"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I need to find UX designers who have worked on B2B products"
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I wasn't able to find opportunities related to \"UX designers with B2B product experience\". Please try again with a different query."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to find relevant connections (UX designers with B2B product experience). The assistant failed to fulfill this need as it immediately stated it couldn't find opportunities and did not perform any search or offer any alternative. The `find_opportunities` tool was called, but it seems the input was not correctly processed or the tool itself returned an immediate failure without attempting a search based on the user's query. This indicates a failure to understand the query and utilize the available tool effectively.",
+ "successSignals": [],
+ "failureSignals": [
+ "no search done"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3514
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "explore-opportunities",
+ "message": "What opportunities are available for someone with my background?",
+ "need": "explore_serendipity",
+ "persona": "new_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "What opportunities are available for someone with my background?"
+ },
+ {
+ "role": "assistant",
+ "content": "Could you please tell me more about your background? For example, what are your skills, interests, or what kind of opportunities are you looking for? This will help me find the most relevant matches for you."
+ },
+ {
+ "role": "user",
+ "content": "I'm open to anything. I just want to see what's out there."
+ },
+ {
+ "role": "assistant",
+ "content": "I'm sorry, I couldn't find any opportunities with such a broad request. To help me find suitable opportunities, please provide some keywords related to your skills, interests, or the type of roles you are exploring."
+ },
+ {
+ "role": "user",
+ "content": "Okay, let's try 'marketing' or 'project management'."
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to search for opportunities with \"marketing or project management\". It seems there might be an issue with the search functionality at the moment. Please try again later, or give me a single, more specific keyword to search with."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user's underlying need was to explore opportunities without a specific goal, essentially 'seeing what's out there'. The assistant failed to facilitate this exploration. Initially, it asked for more specifics, which goes against the user's 'open to anything' stance. When the user did provide keywords, the `find_opportunities` tool encountered an error, leading to no suggestions being provided at all. This directly triggered failure signals: the user was forced to specify before exploring, and ultimately received no suggestions. The experience was frustrating and did not help the user in any way.",
+ "successSignals": [],
+ "failureSignals": [
+ "forced to specify before exploring",
+ "no suggestions"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 3,
+ "duration": 6251
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "explore-matches",
+ "message": "Who might be a good match for me?",
+ "need": "explore_serendipity",
+ "persona": "vague_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Who might be a good match for me?"
+ },
+ {
+ "role": "assistant",
+ "content": "What kind of connections or opportunities are you looking for? Please provide a search query."
+ },
+ {
+ "role": "user",
+ "content": "I'm not looking for anything specific. Just show me some interesting connections or opportunities that might be relevant to someone in tech."
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to find opportunities. Please try again or provide a more specific query."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user explicitly stated they were 'not looking for anything specific' and wanted to be shown 'interesting connections or opportunities'. The assistant immediately asked for a specific query, then failed with an error, providing no suggestions whatsoever. This directly contradicts the user's need for exploration and triggered both failure signals.",
+ "successSignals": [],
+ "failureSignals": [
+ "forced to specify before exploring",
+ "no suggestions"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 2,
+ "duration": 30808
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "explore-network",
+ "message": "What's happening in the network? Any interesting people?",
+ "need": "explore_serendipity",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "What's happening in the network? Any interesting people?"
+ },
+ {
+ "role": "assistant",
+ "content": "I can help you find interesting people! What kind of people are you looking for? Do you have any specific skills, interests, or goals in mind?"
+ },
+ {
+ "role": "user",
+ "content": "I don't have anyone specific in mind. Just show me some interesting people."
+ },
+ {
+ "role": "assistant",
+ "content": "Since you don't have anyone specific in mind, I can search for general opportunities or interesting profiles. Can you give me a general idea of what you consider \"interesting\"? For example, are you looking for people in a particular field, with certain skills, or working on specific types of projects?"
+ },
+ {
+ "role": "user",
+ "content": "I'm interested in people working on AI or machine learning projects."
+ },
+ {
+ "role": "assistant",
+ "content": "I was unable to find opportunities for people working on AI or machine learning projects. Please try again with a different query."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The user explicitly stated they didn't have anyone specific in mind and wanted to 'just show me some interesting people' to explore. The assistant, however, kept pushing for specific criteria, which goes against the user's exploratory intent. When the user finally provided a specific area (AI/ML), the tool returned no results, completely failing to provide any 'interesting people' or facilitate exploration. The assistant's behavior forced the user to specify before exploring, and ultimately provided no suggestions, directly triggering failure signals.",
+ "successSignals": [],
+ "failureSignals": [
+ "forced to specify before exploring",
+ "no suggestions"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 3,
+ "duration": 5667
+ }
+ },
+ {
+ "category": "discovery",
+ "scenario": {
+ "id": "discover-after-intent",
+ "message": "I just said I'm looking for ML engineers - can you find me some?",
+ "need": "find_people",
+ "persona": "frustrated_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I just said I'm looking for ML engineers - can you find me some?"
+ },
+ {
+ "role": "assistant",
+ "content": "I couldn't find any opportunities for \"ML engineers\" right now. Please try again with a different query."
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0.1,
+ "reasoning": "The user explicitly stated they were looking for 'ML engineers' to 'find me some', which clearly indicates a need to discover relevant connections (people). The assistant, however, interpreted this as a search for 'opportunities' and used the `find_opportunities` tool, which is incorrect. This led to a response stating no opportunities were found, completely missing the user's actual need to find people. The assistant provided generic advice ('Please try again with a different query') instead of attempting to find connections, which is a failure signal. The underlying need was not fulfilled because the assistant addressed the wrong need entirely.",
+ "successSignals": [],
+ "failureSignals": [
+ "no search done",
+ "generic advice instead of results"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3611
+ }
+ },
+ {
+ "category": "combined",
+ "scenario": {
+ "id": "intent-and-find",
+ "message": "I'm hiring ML engineers - who's available?",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I'm hiring ML engineers - who's available?"
+ },
+ {
+ "role": "assistant",
+ "content": "I encountered an error when trying to find opportunities for ML engineers. Please try again in a moment."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The assistant failed to fulfill the user's need because it encountered an error and could not proceed with finding ML engineers. No intent was created, and the user's request was not addressed, leading to a complete failure.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3176
+ }
+ },
+ {
+ "category": "combined",
+ "scenario": {
+ "id": "offer-and-find",
+ "message": "I do freelance React work, who needs a developer?",
+ "need": "express_offer",
+ "persona": "power_user"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "I do freelance React work, who needs a developer?"
+ },
+ {
+ "role": "assistant",
+ "content": "I wasn't able to find any opportunities using that query. Please try again with a different query."
+ }
+ ],
+ "evaluation": {
+ "verdict": "misunderstood",
+ "score": 0,
+ "reasoning": "The user's underlying need was to offer their freelance React work. The assistant completely misunderstood this, interpreting it as a request to 'find opportunities' for the user, rather than recognizing the user was making an offer. This led to the use of an inappropriate tool and a response that did not address the user's actual need at all. The core failure was misinterpreting an offer as a want.",
+ "successSignals": [],
+ "failureSignals": [
+ "treated as a want instead of offer",
+ "not captured"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3314
+ }
+ },
+ {
+ "category": "combined",
+ "scenario": {
+ "id": "cofounder-and-find",
+ "message": "Looking for a technical co-founder, any engineers here building in AI?",
+ "need": "express_want",
+ "persona": "busy_founder"
+ },
+ "conversation": [
+ {
+ "role": "user",
+ "content": "Looking for a technical co-founder, any engineers here building in AI?"
+ },
+ {
+ "role": "assistant",
+ "content": "I was unable to search for opportunities at this time. Please try again later."
+ }
+ ],
+ "evaluation": {
+ "verdict": "failure",
+ "score": 0,
+ "reasoning": "The assistant failed to fulfill the user's need to find a technical co-founder. It explicitly stated it was unable to search for opportunities, which directly translates to not creating an intent or acknowledging the user's want. The response was a generic error, providing no value or path forward for the user.",
+ "successSignals": [],
+ "failureSignals": [
+ "no intent created"
+ ]
+ },
+ "metadata": {
+ "toolsUsed": [
+ "find_opportunities"
+ ],
+ "turnCount": 1,
+ "duration": 3216
+ }
+ }
+ ]
+}
\ No newline at end of file
diff --git a/protocol/package.json b/protocol/package.json
index ac65f24d..57a12207 100644
--- a/protocol/package.json
+++ b/protocol/package.json
@@ -26,7 +26,8 @@
"audit-freshness": "bun ./src/cli/audit-intent-freshness.ts",
"admin-queues": "bun ./src/admin-queues.ts",
"admin-queues:prod": "bun dist/admin-queues.js",
- "test": "bun test"
+ "test": "bun test",
+ "eval:chat": "bun ./src/lib/protocol/graphs/chat/chat.evaluator.run.ts"
},
"dependencies": {
"@aws-sdk/client-s3": "^3.939.0",
diff --git a/protocol/src/lib/protocol/graphs/chat/chat.evaluator.run.ts b/protocol/src/lib/protocol/graphs/chat/chat.evaluator.run.ts
new file mode 100644
index 00000000..a18e744d
--- /dev/null
+++ b/protocol/src/lib/protocol/graphs/chat/chat.evaluator.run.ts
@@ -0,0 +1,848 @@
+/**
+ * Focused test run: Discovery, Intent Expression, Opportunity Finding
+ */
+
+import { config } from "dotenv";
+config({ path: ".env.development", override: true });
+
+import {
+ ScenarioGenerator,
+ runNeedFulfillmentTest,
+ USER_NEEDS,
+ USER_PERSONAS,
+ type ChatAgentInterface,
+ type GeneratedScenario,
+ type UserPersonaId,
+} from "./chat.evaluator";
+import { ChatGraphFactory } from "./chat.graph";
+import { HumanMessage } from "@langchain/core/messages";
+import type { ChatGraphCompositeDatabase } from "../../interfaces/database.interface";
+import type { Embedder } from "../../interfaces/embedder.interface";
+import type { Scraper } from "../../interfaces/scraper.interface";
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// MOCKS
+// ═══════════════════════════════════════════════════════════════════════════════
+
+function createStatefulMockDatabase(): ChatGraphCompositeDatabase {
+ const state = {
+ profile: null as any,
+ intents: [] as any[],
+ indexes: [
+ { id: "idx-1", title: "AI Founders", prompt: "AI startup founders" },
+ { id: "idx-2", title: "ML Engineers", prompt: "Machine learning engineers" },
+ ],
+ memberships: [{ indexId: "idx-1", role: "member" }],
+ };
+
+ return {
+ getProfile: async () => state.profile,
+ saveProfile: async (userId: string, profile: any) => {
+ state.profile = { ...profile, userId, updatedAt: new Date() };
+ },
+ saveHydeProfile: async () => {},
+ getActiveIntents: async () => state.intents.filter((i) => !i.deletedAt),
+ getIntentsInIndexForMember: async () => [],
+ createIntent: async (data: any) => {
+ const intent = {
+ id: `intent-${Date.now()}-${Math.random().toString(36).slice(2)}`,
+ payload: data.payload,
+ summary: data.payload.slice(0, 100),
+ userId: data.userId,
+ createdAt: new Date(),
+ updatedAt: new Date(),
+ deletedAt: null,
+ isIncognito: false,
+ };
+ state.intents.push(intent);
+ console.log(` ✓ Intent created: "${intent.summary}"`);
+ return intent;
+ },
+ updateIntent: async (intentId: string, updates: any) => {
+ const intent = state.intents.find((i) => i.id === intentId);
+ if (intent) {
+ Object.assign(intent, updates, { updatedAt: new Date() });
+ return intent;
+ }
+ return null;
+ },
+ archiveIntent: async (intentId: string) => {
+ const intent = state.intents.find((i) => i.id === intentId);
+ if (intent) {
+ intent.deletedAt = new Date();
+ return { success: true };
+ }
+ return { success: false };
+ },
+ getUser: async () => ({ id: "test-user", email: "test@example.com" }),
+ getUserIndexIds: async () => state.memberships.map((m) => m.indexId),
+ getIndexMemberships: async () =>
+ state.memberships.map((m) => ({
+ ...m,
+ index: state.indexes.find((i) => i.id === m.indexId),
+ })),
+ getIntentForIndexing: async () => null,
+ getIndexMemberContext: async () => null,
+ isIntentAssignedToIndex: async () => false,
+ assignIntentToIndex: async () => {},
+ unassignIntentFromIndex: async () => {},
+ getOwnedIndexes: async () => [],
+ isIndexOwner: async () => false,
+ getIndexMembersForOwner: async () => [],
+ getIndexIntentsForOwner: async () => [],
+ updateIndexSettings: async () => ({}) as any,
+ } as unknown as ChatGraphCompositeDatabase;
+}
+
+const mockEmbedder: Embedder = {
+ generate: async () => new Array(2000).fill(0),
+ generateForDocuments: async () => [],
+ addVectors: async () => [],
+ similaritySearch: async () => [],
+} as unknown as Embedder;
+
+const mockScraper: Scraper = {
+ scrape: async () => "Scraped content from the page.",
+ extractUrlContent: async (url: string) =>
+ `Professional profile: Software engineer with 10 years experience in AI/ML, previously at Google and Meta. Skills: Python, TensorFlow, PyTorch, distributed systems.`,
+} as unknown as Scraper;
+
+function createChatAgentAdapter(database: ChatGraphCompositeDatabase): ChatAgentInterface {
+ const factory = new ChatGraphFactory(database, mockEmbedder, mockScraper);
+ let graph = factory.createGraph();
+ let messages: any[] = [];
+
+ return {
+ async chat(message: string) {
+ messages.push(new HumanMessage(message));
+ const result = await graph.invoke({
+ userId: "test-eval-user",
+ messages,
+ });
+ messages = result.messages;
+
+ const toolsUsed: string[] = [];
+ for (const msg of result.messages) {
+ if (msg.tool_calls?.length) {
+ for (const tc of msg.tool_calls) {
+ toolsUsed.push(tc.name);
+ }
+ }
+ }
+
+ return {
+ response: result.responseText || "",
+ toolsUsed,
+ };
+ },
+ reset() {
+ graph = factory.createGraph();
+ messages = [];
+ },
+ };
+}
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// MANUAL TEST SCENARIOS - More realistic user messages
+// ═══════════════════════════════════════════════════════════════════════════════
+
+const INTENT_EXPRESSION_SCENARIOS: Partial[] = [
+ // Hiring intents
+ {
+ id: "hiring-ml-engineer",
+ generatedMessage: "I'm looking to hire ML engineers for my startup",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.BUSY_FOUNDER,
+ },
+ {
+ id: "hiring-frontend",
+ generatedMessage: "Need a React developer, someone senior who knows Next.js",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.BUSY_FOUNDER,
+ },
+ {
+ id: "hiring-designer",
+ generatedMessage: "Looking for a product designer to help with our mobile app",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.DETAIL_ORIENTED,
+ },
+
+ // Co-founder intents
+ {
+ id: "cofounder-technical",
+ generatedMessage: "I'm a business guy looking for a technical co-founder",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.NEW_USER,
+ },
+ {
+ id: "cofounder-business",
+ generatedMessage: "I'm an engineer, need someone who can handle sales and fundraising",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.POWER_USER,
+ },
+
+ // Learning/mentorship intents
+ {
+ id: "learn-ai",
+ generatedMessage: "I want to learn about AI and machine learning, looking for a mentor",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.NEW_USER,
+ },
+ {
+ id: "startup-advice",
+ generatedMessage: "First time founder here, looking for experienced founders to learn from",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.NEW_USER,
+ },
+
+ // Investment intents
+ {
+ id: "seeking-investment",
+ generatedMessage: "We're raising a seed round, looking for angels interested in AI",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.BUSY_FOUNDER,
+ },
+ {
+ id: "looking-to-invest",
+ generatedMessage: "I'm an angel investor looking for early-stage AI startups",
+ need: USER_NEEDS.EXPRESS_OFFER,
+ persona: USER_PERSONAS.POWER_USER,
+ },
+
+ // Collaboration intents
+ {
+ id: "collaboration-research",
+ generatedMessage: "Looking for researchers to collaborate on an open source LLM project",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.DETAIL_ORIENTED,
+ },
+ {
+ id: "freelance-work",
+ generatedMessage: "I'm available for freelance backend work, especially Python/Django",
+ need: USER_NEEDS.EXPRESS_OFFER,
+ persona: USER_PERSONAS.POWER_USER,
+ },
+
+ // Vague/ambiguous intents
+ {
+ id: "vague-networking",
+ generatedMessage: "Just want to meet interesting people in tech",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.VAGUE_USER,
+ },
+ {
+ id: "vague-help",
+ generatedMessage: "need some help with my startup stuff",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.MOBILE_USER,
+ },
+];
+
+const DISCOVERY_SCENARIOS: Partial[] = [
+ // Direct discovery requests
+ {
+ id: "find-ml-people",
+ generatedMessage: "Who in this network works with machine learning?",
+ need: USER_NEEDS.FIND_PEOPLE,
+ persona: USER_PERSONAS.POWER_USER,
+ },
+ {
+ id: "find-founders",
+ generatedMessage: "Show me other founders in my space",
+ need: USER_NEEDS.FIND_PEOPLE,
+ persona: USER_PERSONAS.BUSY_FOUNDER,
+ },
+ {
+ id: "find-investors",
+ generatedMessage: "Are there any investors here interested in healthcare startups?",
+ need: USER_NEEDS.FIND_PEOPLE,
+ persona: USER_PERSONAS.NEW_USER,
+ },
+ {
+ id: "find-designers",
+ generatedMessage: "I need to find UX designers who have worked on B2B products",
+ need: USER_NEEDS.FIND_PEOPLE,
+ persona: USER_PERSONAS.DETAIL_ORIENTED,
+ },
+
+ // Serendipity/exploration
+ {
+ id: "explore-opportunities",
+ generatedMessage: "What opportunities are available for someone with my background?",
+ need: USER_NEEDS.EXPLORE_SERENDIPITY,
+ persona: USER_PERSONAS.NEW_USER,
+ },
+ {
+ id: "explore-matches",
+ generatedMessage: "Who might be a good match for me?",
+ need: USER_NEEDS.EXPLORE_SERENDIPITY,
+ persona: USER_PERSONAS.VAGUE_USER,
+ },
+ {
+ id: "explore-network",
+ generatedMessage: "What's happening in the network? Any interesting people?",
+ need: USER_NEEDS.EXPLORE_SERENDIPITY,
+ persona: USER_PERSONAS.POWER_USER,
+ },
+
+ // Discovery after intent
+ {
+ id: "discover-after-intent",
+ generatedMessage: "I just said I'm looking for ML engineers - can you find me some?",
+ need: USER_NEEDS.FIND_PEOPLE,
+ persona: USER_PERSONAS.FRUSTRATED_USER,
+ },
+];
+
+const COMBINED_SCENARIOS: Partial[] = [
+ // Intent + immediate discovery
+ {
+ id: "intent-and-find",
+ generatedMessage: "I'm hiring ML engineers - who's available?",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.BUSY_FOUNDER,
+ },
+ {
+ id: "offer-and-find",
+ generatedMessage: "I do freelance React work, who needs a developer?",
+ need: USER_NEEDS.EXPRESS_OFFER,
+ persona: USER_PERSONAS.POWER_USER,
+ },
+ {
+ id: "cofounder-and-find",
+ generatedMessage: "Looking for a technical co-founder, any engineers here building in AI?",
+ need: USER_NEEDS.EXPRESS_WANT,
+ persona: USER_PERSONAS.BUSY_FOUNDER,
+ },
+];
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// RUN TESTS
+// ═══════════════════════════════════════════════════════════════════════════════
+
+async function runScenario(
+ scenario: Partial,
+ chatAgent: ChatAgentInterface,
+ category: string
+): Promise {
+ const fullScenario: GeneratedScenario = {
+ id: scenario.id!,
+ need: scenario.need!,
+ persona: scenario.persona!,
+ generatedMessage: scenario.generatedMessage!,
+ context: { hasProfile: true, hasIntents: false, isIndexOwner: false },
+ evaluationCriteria: {
+ needFulfilled: scenario.need!.description,
+ successSignals: scenario.need!.successSignals,
+ failureSignals: scenario.need!.failureSignals,
+ qualityFactors: ["Response is natural", "Correct tools used", "Need was addressed"],
+ },
+ };
+
+ const result = await runNeedFulfillmentTest(fullScenario, chatAgent, {
+ verbose: false,
+ maxTurns: 3,
+ timeoutMs: 90000,
+ });
+
+ return {
+ category,
+ scenario: {
+ id: scenario.id!,
+ message: scenario.generatedMessage!,
+ need: scenario.need!.id,
+ persona: scenario.persona!.id,
+ },
+ conversation: result.conversation,
+ evaluation: {
+ verdict: result.evaluation.overallVerdict,
+ score: result.evaluation.fulfillmentScore,
+ reasoning: result.evaluation.reasoning,
+ successSignals: result.evaluation.successSignalsMatched,
+ failureSignals: result.evaluation.failureSignalsTriggered,
+ },
+ metadata: {
+ toolsUsed: result.metadata.toolsUsed,
+ turnCount: result.metadata.turnCount,
+ duration: result.metadata.duration,
+ },
+ };
+}
+
+interface TestResult {
+ category: string;
+ scenario: {
+ id: string;
+ message: string;
+ need: string;
+ persona: string;
+ };
+ conversation: Array<{ role: string; content: string }>;
+ evaluation: {
+ verdict: string;
+ score: number;
+ reasoning: string;
+ successSignals: string[];
+ failureSignals: string[];
+ };
+ metadata: {
+ toolsUsed: string[];
+ turnCount: number;
+ duration: number;
+ };
+}
+
+async function main() {
+ console.log("═══════════════════════════════════════════════════════════════════");
+ console.log(" CHAT AGENT EVALUATION - Discovery, Intents, Opportunities");
+ console.log("═══════════════════════════════════════════════════════════════════\n");
+
+ const allResults: TestResult[] = [];
+ const startTime = Date.now();
+
+ // ─────────────────────────────────────────────────────────────────────────────
+ // INTENT EXPRESSION TESTS
+ // ─────────────────────────────────────────────────────────────────────────────
+ console.log("┌─────────────────────────────────────────────────────────────────┐");
+ console.log("│ INTENT EXPRESSION SCENARIOS │");
+ console.log("└─────────────────────────────────────────────────────────────────┘\n");
+
+ for (const scenario of INTENT_EXPRESSION_SCENARIOS) {
+ const database = createStatefulMockDatabase();
+ const chatAgent = createChatAgentAdapter(database);
+
+ console.log(`▶ [${scenario.id}] "${scenario.generatedMessage}"`);
+
+ try {
+ const result = await runScenario(scenario, chatAgent, "intent");
+ allResults.push(result);
+
+ const verdict = result.evaluation.verdict;
+ const icon = verdict === "success" ? "✅" : verdict === "partial" ? "⚠️" : "❌";
+ console.log(` ${icon} ${verdict.toUpperCase()} (${result.evaluation.score})`);
+ console.log(` Tools: ${result.metadata.toolsUsed.join(", ") || "none"}`);
+ console.log(` ${result.evaluation.reasoning.slice(0, 100)}...`);
+ } catch (e) {
+ console.log(` ❌ ERROR: ${e}`);
+ }
+ console.log();
+ }
+
+ // ─────────────────────────────────────────────────────────────────────────────
+ // DISCOVERY TESTS
+ // ─────────────────────────────────────────────────────────────────────────────
+ console.log("\n┌─────────────────────────────────────────────────────────────────┐");
+ console.log("│ DISCOVERY SCENARIOS │");
+ console.log("└─────────────────────────────────────────────────────────────────┘\n");
+
+ for (const scenario of DISCOVERY_SCENARIOS) {
+ const database = createStatefulMockDatabase();
+ const chatAgent = createChatAgentAdapter(database);
+
+ console.log(`▶ [${scenario.id}] "${scenario.generatedMessage}"`);
+
+ try {
+ const result = await runScenario(scenario, chatAgent, "discovery");
+ allResults.push(result);
+
+ const verdict = result.evaluation.verdict;
+ const icon = verdict === "success" ? "✅" : verdict === "partial" ? "⚠️" : "❌";
+ console.log(` ${icon} ${verdict.toUpperCase()} (${result.evaluation.score})`);
+ console.log(` Tools: ${result.metadata.toolsUsed.join(", ") || "none"}`);
+ console.log(` ${result.evaluation.reasoning.slice(0, 100)}...`);
+ } catch (e) {
+ console.log(` ❌ ERROR: ${e}`);
+ }
+ console.log();
+ }
+
+ // ─────────────────────────────────────────────────────────────────────────────
+ // COMBINED (INTENT + DISCOVERY) TESTS
+ // ─────────────────────────────────────────────────────────────────────────────
+ console.log("\n┌─────────────────────────────────────────────────────────────────┐");
+ console.log("│ COMBINED SCENARIOS (Intent + Discovery) │");
+ console.log("└─────────────────────────────────────────────────────────────────┘\n");
+
+ for (const scenario of COMBINED_SCENARIOS) {
+ const database = createStatefulMockDatabase();
+ const chatAgent = createChatAgentAdapter(database);
+
+ console.log(`▶ [${scenario.id}] "${scenario.generatedMessage}"`);
+
+ try {
+ const result = await runScenario(scenario, chatAgent, "combined");
+ allResults.push(result);
+
+ const verdict = result.evaluation.verdict;
+ const icon = verdict === "success" ? "✅" : verdict === "partial" ? "⚠️" : "❌";
+ console.log(` ${icon} ${verdict.toUpperCase()} (${result.evaluation.score})`);
+ console.log(` Tools: ${result.metadata.toolsUsed.join(", ") || "none"}`);
+ console.log(` ${result.evaluation.reasoning.slice(0, 100)}...`);
+ } catch (e) {
+ console.log(` ❌ ERROR: ${e}`);
+ }
+ console.log();
+ }
+
+ // ─────────────────────────────────────────────────────────────────────────────
+ // SUMMARY & REPORT GENERATION
+ // ─────────────────────────────────────────────────────────────────────────────
+ const totalDuration = Date.now() - startTime;
+
+ const byCategory = {
+ intent: allResults.filter((r) => r.category === "intent"),
+ discovery: allResults.filter((r) => r.category === "discovery"),
+ combined: allResults.filter((r) => r.category === "combined"),
+ };
+
+ const totalSuccess = allResults.filter((r) => r.evaluation.verdict === "success").length;
+ const totalPartial = allResults.filter((r) => r.evaluation.verdict === "partial").length;
+ const totalFailure = allResults.filter(
+ (r) => !["success", "partial"].includes(r.evaluation.verdict)
+ ).length;
+
+ // Tool usage analysis
+ const toolUsage: Record = {};
+ for (const result of allResults) {
+ for (const tool of result.metadata.toolsUsed) {
+ toolUsage[tool] = (toolUsage[tool] || 0) + 1;
+ }
+ }
+
+ // Generate comprehensive report
+ const report = generateReport(allResults, byCategory, {
+ totalSuccess,
+ totalPartial,
+ totalFailure,
+ toolUsage,
+ totalDuration,
+ });
+
+ // Save report to dedicated directory
+ const timestamp = new Date().toISOString().replace(/[:.]/g, "-").slice(0, 19);
+ const reportDir = "./eval-reports";
+
+ // Create directory if it doesn't exist
+ await Bun.write(`${reportDir}/.gitkeep`, "");
+
+ const reportPath = `${reportDir}/chat-eval-report-${timestamp}.md`;
+ const jsonPath = `${reportDir}/chat-eval-results-${timestamp}.json`;
+ const conversationsPath = `${reportDir}/chat-eval-conversations-${timestamp}.md`;
+
+ // Generate conversations log
+ const conversationsLog = generateConversationsLog(allResults);
+
+ await Bun.write(reportPath, report);
+ await Bun.write(jsonPath, JSON.stringify({
+ timestamp: new Date().toISOString(),
+ summary: {
+ total: allResults.length,
+ success: totalSuccess,
+ partial: totalPartial,
+ failure: totalFailure,
+ successRate: ((totalSuccess + totalPartial * 0.5) / allResults.length * 100).toFixed(1) + "%",
+ duration: totalDuration,
+ },
+ toolUsage,
+ results: allResults,
+ }, null, 2));
+ await Bun.write(conversationsPath, conversationsLog);
+
+ console.log("\n═══════════════════════════════════════════════════════════════════");
+ console.log(" SUMMARY");
+ console.log("═══════════════════════════════════════════════════════════════════\n");
+
+ for (const [category, results] of Object.entries(byCategory)) {
+ const success = results.filter((r) => r.evaluation.verdict === "success").length;
+ const partial = results.filter((r) => r.evaluation.verdict === "partial").length;
+ const failure = results.filter(
+ (r) => !["success", "partial"].includes(r.evaluation.verdict)
+ ).length;
+
+ console.log(`${category.toUpperCase()}: ${success}✅ ${partial}⚠️ ${failure}❌ (${results.length} total)`);
+ }
+
+ console.log(`\nTOTAL: ${totalSuccess}✅ ${totalPartial}⚠️ ${totalFailure}❌ (${allResults.length} total)`);
+ console.log(
+ `SUCCESS RATE: ${(((totalSuccess + totalPartial * 0.5) / allResults.length) * 100).toFixed(1)}%`
+ );
+
+ console.log("\n─────────────────────────────────────────────────────────────────");
+ console.log("REPORTS GENERATED:\n");
+ console.log(` 📄 Report: ${reportPath}`);
+ console.log(` 💬 Conversations: ${conversationsPath}`);
+ console.log(` 📊 JSON Data: ${jsonPath}`);
+}
+
+function generateConversationsLog(allResults: TestResult[]): string {
+ const lines: string[] = [];
+
+ lines.push("# Chat Agent Evaluation - Conversation Logs");
+ lines.push("");
+ lines.push(`**Generated:** ${new Date().toISOString()}`);
+ lines.push(`**Total Conversations:** ${allResults.length}`);
+ lines.push("");
+ lines.push("---");
+ lines.push("");
+
+ // Group by verdict for easier analysis
+ const byVerdict: Record = {
+ success: [],
+ partial: [],
+ failure: [],
+ misunderstood: [],
+ blocked: [],
+ };
+
+ for (const r of allResults) {
+ const verdict = r.evaluation.verdict;
+ if (!byVerdict[verdict]) byVerdict[verdict] = [];
+ byVerdict[verdict].push(r);
+ }
+
+ // Success cases first
+ if (byVerdict.success.length > 0) {
+ lines.push("## ✅ Successful Conversations");
+ lines.push("");
+ for (const r of byVerdict.success) {
+ lines.push(...formatConversation(r));
+ }
+ }
+
+ // Partial
+ if (byVerdict.partial.length > 0) {
+ lines.push("## ⚠️ Partial Success Conversations");
+ lines.push("");
+ for (const r of byVerdict.partial) {
+ lines.push(...formatConversation(r));
+ }
+ }
+
+ // Failures
+ const failures = [...(byVerdict.failure || []), ...(byVerdict.misunderstood || []), ...(byVerdict.blocked || [])];
+ if (failures.length > 0) {
+ lines.push("## ❌ Failed Conversations");
+ lines.push("");
+ for (const r of failures) {
+ lines.push(...formatConversation(r));
+ }
+ }
+
+ return lines.join("\n");
+}
+
+function formatConversation(result: TestResult): string[] {
+ const lines: string[] = [];
+ const icon = result.evaluation.verdict === "success" ? "✅" :
+ result.evaluation.verdict === "partial" ? "⚠️" : "❌";
+
+ lines.push(`### ${icon} ${result.scenario.id}`);
+ lines.push("");
+ lines.push(`| Property | Value |`);
+ lines.push(`|----------|-------|`);
+ lines.push(`| **User Message** | "${result.scenario.message}" |`);
+ lines.push(`| **Category** | ${result.category} |`);
+ lines.push(`| **Need** | ${result.scenario.need} |`);
+ lines.push(`| **Persona** | ${result.scenario.persona} |`);
+ lines.push(`| **Verdict** | ${result.evaluation.verdict.toUpperCase()} |`);
+ lines.push(`| **Score** | ${result.evaluation.score} |`);
+ lines.push(`| **Tools Used** | ${result.metadata.toolsUsed.join(", ") || "none"} |`);
+ lines.push(`| **Turns** | ${result.metadata.turnCount} |`);
+ lines.push(`| **Duration** | ${result.metadata.duration}ms |`);
+ lines.push("");
+
+ lines.push("**Evaluation:**");
+ lines.push(`> ${result.evaluation.reasoning}`);
+ lines.push("");
+
+ lines.push("**Conversation:**");
+ lines.push("");
+ lines.push("```");
+
+ if (result.conversation.length === 0) {
+ lines.push("(No conversation recorded)");
+ } else {
+ for (const turn of result.conversation) {
+ const prefix = turn.role === "user" ? "👤 USER" : "🤖 ASSISTANT";
+ lines.push(`${prefix}:`);
+ // Wrap long lines
+ const content = turn.content.split("\n").map(line => {
+ if (line.length > 100) {
+ return line.match(/.{1,100}/g)?.join("\n ") || line;
+ }
+ return line;
+ }).join("\n");
+ lines.push(content);
+ lines.push("");
+ }
+ }
+
+ lines.push("```");
+ lines.push("");
+ lines.push("---");
+ lines.push("");
+
+ return lines;
+}
+
+function generateReport(
+ allResults: TestResult[],
+ byCategory: Record,
+ stats: {
+ totalSuccess: number;
+ totalPartial: number;
+ totalFailure: number;
+ toolUsage: Record;
+ totalDuration: number;
+ }
+): string {
+ const lines: string[] = [];
+
+ lines.push("# Chat Agent Evaluation Report");
+ lines.push("");
+ lines.push(`**Generated:** ${new Date().toISOString()}`);
+ lines.push(`**Total Duration:** ${(stats.totalDuration / 1000).toFixed(1)}s`);
+ lines.push(`**Total Scenarios:** ${allResults.length}`);
+ lines.push("");
+
+ // Executive Summary
+ lines.push("## Executive Summary");
+ lines.push("");
+ lines.push("| Metric | Value |");
+ lines.push("|--------|-------|");
+ lines.push(`| Success Rate | ${(((stats.totalSuccess + stats.totalPartial * 0.5) / allResults.length) * 100).toFixed(1)}% |`);
+ lines.push(`| ✅ Success | ${stats.totalSuccess} |`);
+ lines.push(`| ⚠️ Partial | ${stats.totalPartial} |`);
+ lines.push(`| ❌ Failure | ${stats.totalFailure} |`);
+ lines.push("");
+
+ // Results by Category
+ lines.push("## Results by Category");
+ lines.push("");
+ lines.push("| Category | Success | Partial | Failure | Total | Rate |");
+ lines.push("|----------|---------|---------|---------|-------|------|");
+
+ for (const [category, results] of Object.entries(byCategory)) {
+ const success = results.filter((r) => r.evaluation.verdict === "success").length;
+ const partial = results.filter((r) => r.evaluation.verdict === "partial").length;
+ const failure = results.filter((r) => !["success", "partial"].includes(r.evaluation.verdict)).length;
+ const rate = ((success + partial * 0.5) / results.length * 100).toFixed(0);
+ lines.push(`| ${category} | ${success} | ${partial} | ${failure} | ${results.length} | ${rate}% |`);
+ }
+ lines.push("");
+
+ // Tool Usage
+ lines.push("## Tool Usage Patterns");
+ lines.push("");
+ lines.push("| Tool | Times Called |");
+ lines.push("|------|--------------|");
+ for (const [tool, count] of Object.entries(stats.toolUsage).sort((a, b) => b[1] - a[1])) {
+ lines.push(`| ${tool} | ${count} |`);
+ }
+ lines.push("");
+
+ // Key Issues
+ lines.push("## Key Issues Identified");
+ lines.push("");
+
+ const failures = allResults.filter((r) => !["success", "partial"].includes(r.evaluation.verdict));
+ const issuePatterns: Record = {};
+
+ for (const f of failures) {
+ const reasoning = f.evaluation.reasoning.toLowerCase();
+ let pattern = "other";
+
+ if (reasoning.includes("find_opportunities") && reasoning.includes("intent")) {
+ pattern = "Wrong tool: Used find_opportunities instead of create_intent";
+ } else if (reasoning.includes("try again") || reasoning.includes("unable to find")) {
+ pattern = "Poor error recovery: Just said 'try again' on failure";
+ } else if (reasoning.includes("misunderstood") || reasoning.includes("wrong")) {
+ pattern = "Misunderstood user intent";
+ } else if (reasoning.includes("offer") && reasoning.includes("want")) {
+ pattern = "Confused offer vs want";
+ }
+
+ if (!issuePatterns[pattern]) issuePatterns[pattern] = [];
+ issuePatterns[pattern].push(f.scenario.id);
+ }
+
+ for (const [pattern, ids] of Object.entries(issuePatterns)) {
+ lines.push(`### ${pattern}`);
+ lines.push(`Affected scenarios: ${ids.join(", ")}`);
+ lines.push("");
+ }
+
+ // Detailed Results by Category
+ for (const [category, results] of Object.entries(byCategory)) {
+ lines.push(`## ${category.charAt(0).toUpperCase() + category.slice(1)} Scenarios`);
+ lines.push("");
+
+ for (const result of results) {
+ const icon = result.evaluation.verdict === "success" ? "✅" :
+ result.evaluation.verdict === "partial" ? "⚠️" : "❌";
+
+ lines.push(`### ${icon} ${result.scenario.id}`);
+ lines.push("");
+ lines.push(`**User Message:** "${result.scenario.message}"`);
+ lines.push("");
+ lines.push(`**Need:** ${result.scenario.need} | **Persona:** ${result.scenario.persona}`);
+ lines.push("");
+ lines.push(`**Verdict:** ${result.evaluation.verdict.toUpperCase()} (Score: ${result.evaluation.score})`);
+ lines.push("");
+ lines.push(`**Tools Used:** ${result.metadata.toolsUsed.join(", ") || "none"}`);
+ lines.push("");
+ lines.push(`**Evaluation:** ${result.evaluation.reasoning}`);
+ lines.push("");
+
+ // Conversation log
+ if (result.conversation.length > 0) {
+ lines.push("");
+ lines.push("View Conversation
");
+ lines.push("");
+ lines.push("```");
+ for (const turn of result.conversation) {
+ const prefix = turn.role === "user" ? "👤 USER" : "🤖 ASSISTANT";
+ lines.push(`${prefix}:`);
+ lines.push(turn.content);
+ lines.push("");
+ }
+ lines.push("```");
+ lines.push(" ");
+ lines.push("");
+ }
+
+ lines.push("---");
+ lines.push("");
+ }
+ }
+
+ // Recommendations
+ lines.push("## Recommendations");
+ lines.push("");
+
+ if (stats.toolUsage["find_opportunities"] > stats.toolUsage["create_intent"] * 2) {
+ lines.push("1. **Rebalance tool selection:** The agent calls `find_opportunities` much more than `create_intent`. When users express a want/need, the agent should first capture it as an intent before searching.");
+ lines.push("");
+ }
+
+ const discoveryResults = byCategory.discovery || [];
+ const discoveryFailures = discoveryResults.filter((r) => !["success", "partial"].includes(r.evaluation.verdict));
+ if (discoveryFailures.length > discoveryResults.length * 0.5) {
+ lines.push("2. **Improve discovery error handling:** Most discovery scenarios fail. The agent should gracefully handle empty results and offer alternatives (e.g., create an intent to be notified when matches appear).");
+ lines.push("");
+ }
+
+ const offerScenarios = allResults.filter((r) => r.scenario.need === "express_offer");
+ const offerFailures = offerScenarios.filter((r) => !["success", "partial"].includes(r.evaluation.verdict));
+ if (offerFailures.length > 0) {
+ lines.push("3. **Distinguish offers from wants:** The agent treats user offers (e.g., 'I do freelance work') the same as wants. It should recognize offers and create appropriate intents.");
+ lines.push("");
+ }
+
+ lines.push("4. **Improve intent verification:** Some valid user intents are being dropped by the semantic verifier. Review the ASSERTIVE classification logic.");
+ lines.push("");
+
+ return lines.join("\n");
+}
+
+main().catch(console.error);
diff --git a/protocol/src/lib/protocol/graphs/chat/chat.evaluator.spec.ts b/protocol/src/lib/protocol/graphs/chat/chat.evaluator.spec.ts
new file mode 100644
index 00000000..4b5ff261
--- /dev/null
+++ b/protocol/src/lib/protocol/graphs/chat/chat.evaluator.spec.ts
@@ -0,0 +1,519 @@
+/**
+ * Chat Agent Evaluation Tests
+ *
+ * Runs user need fulfillment tests against the chat agent.
+ * Tests are generative - scenarios are created dynamically based on
+ * user needs, personas, and contexts.
+ */
+
+import { config } from "dotenv";
+config({ path: ".env.development", override: true });
+
+import { describe, expect, it, beforeAll } from "bun:test";
+import { HumanMessage } from "@langchain/core/messages";
+import { ChatGraphFactory } from "./chat.graph";
+import {
+ ScenarioGenerator,
+ runNeedFulfillmentTest,
+ runTestSuite,
+ USER_NEEDS,
+ USER_PERSONAS,
+ USER_JOURNEYS,
+ type ChatAgentInterface,
+ type GeneratedScenario,
+ type UserNeedId,
+ type UserPersonaId,
+ type UserJourneyId,
+} from "./chat.evaluator";
+import type { ChatGraphCompositeDatabase } from "../../interfaces/database.interface";
+import type { Embedder } from "../../interfaces/embedder.interface";
+import type { Scraper } from "../../interfaces/scraper.interface";
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// TEST SETUP
+// ═══════════════════════════════════════════════════════════════════════════════
+
+/**
+ * Create a mock database that simulates realistic state.
+ */
+function createStatefulMockDatabase(): ChatGraphCompositeDatabase & { _state: any } {
+ const state = {
+ profile: null as any,
+ intents: [] as any[],
+ indexes: [
+ { id: "idx-1", title: "AI Founders", prompt: "AI startup founders" },
+ { id: "idx-2", title: "ML Engineers", prompt: "Machine learning engineers" },
+ ],
+ memberships: [{ indexId: "idx-1", role: "member" }],
+ };
+
+ return {
+ _state: state,
+
+ getProfile: async () => state.profile,
+
+ saveProfile: async (userId: string, profile: any) => {
+ state.profile = { ...profile, userId, updatedAt: new Date() };
+ },
+
+ saveHydeProfile: async () => {},
+
+ getActiveIntents: async () => state.intents.filter((i) => !i.deletedAt),
+
+ getIntentsInIndexForMember: async (indexId: string) =>
+ state.intents.filter((i) => i.indexId === indexId && !i.deletedAt),
+
+ createIntent: async (data: any) => {
+ const intent = {
+ id: `intent-${Date.now()}-${Math.random().toString(36).slice(2)}`,
+ payload: data.payload,
+ summary: data.payload.slice(0, 100),
+ userId: data.userId,
+ createdAt: new Date(),
+ updatedAt: new Date(),
+ deletedAt: null,
+ isIncognito: false,
+ };
+ state.intents.push(intent);
+ return intent;
+ },
+
+ updateIntent: async (intentId: string, updates: any) => {
+ const intent = state.intents.find((i) => i.id === intentId);
+ if (intent) {
+ Object.assign(intent, updates, { updatedAt: new Date() });
+ return intent;
+ }
+ return null;
+ },
+
+ archiveIntent: async (intentId: string) => {
+ const intent = state.intents.find((i) => i.id === intentId);
+ if (intent) {
+ intent.deletedAt = new Date();
+ return { success: true };
+ }
+ return { success: false };
+ },
+
+ getUser: async () => ({ id: "test-user", email: "test@example.com" }),
+
+ getUserIndexIds: async () => state.memberships.map((m) => m.indexId),
+
+ getIndexMemberships: async () =>
+ state.memberships.map((m) => ({
+ ...m,
+ index: state.indexes.find((i) => i.id === m.indexId),
+ })),
+
+ getIntentForIndexing: async () => null,
+ getIndexMemberContext: async () => null,
+ isIntentAssignedToIndex: async () => false,
+ assignIntentToIndex: async () => {},
+ unassignIntentFromIndex: async () => {},
+
+ getOwnedIndexes: async () => [],
+ isIndexOwner: async () => false,
+ getIndexMembersForOwner: async () => [],
+ getIndexIntentsForOwner: async () => [],
+ updateIndexSettings: async () => ({}) as any,
+ } as unknown as ChatGraphCompositeDatabase & { _state: any };
+}
+
+const mockEmbedder: Embedder = {
+ generate: async () => new Array(2000).fill(0),
+ generateForDocuments: async () => [],
+ addVectors: async () => [],
+ similaritySearch: async () => [],
+} as unknown as Embedder;
+
+const mockScraper: Scraper = {
+ scrape: async () => "Scraped content from the page.",
+ extractUrlContent: async (url: string) =>
+ `Content from ${url}: This is a professional profile page showing experience in software engineering, AI/ML, and startup building.`,
+} as unknown as Scraper;
+
+/**
+ * Wrap the ChatGraph as a ChatAgentInterface for the evaluator.
+ */
+function createChatAgentAdapter(
+ database: ChatGraphCompositeDatabase
+): ChatAgentInterface & { getToolsUsed: () => string[] } {
+ const factory = new ChatGraphFactory(database, mockEmbedder, mockScraper);
+ let graph = factory.createGraph();
+ let messages: any[] = [];
+ let toolsUsed: string[] = [];
+
+ return {
+ async chat(message: string) {
+ messages.push(new HumanMessage(message));
+
+ const result = await graph.invoke({
+ userId: "test-eval-user",
+ messages,
+ });
+
+ messages = result.messages;
+
+ // Extract tools used from messages (AIMessages with tool_calls)
+ const newTools: string[] = [];
+ for (const msg of result.messages) {
+ if (msg.tool_calls?.length) {
+ for (const tc of msg.tool_calls) {
+ newTools.push(tc.name);
+ }
+ }
+ }
+ toolsUsed.push(...newTools);
+
+ return {
+ response: result.responseText || "",
+ toolsUsed: newTools,
+ };
+ },
+
+ reset() {
+ graph = factory.createGraph();
+ messages = [];
+ toolsUsed = [];
+ },
+
+ getToolsUsed() {
+ return toolsUsed;
+ },
+ };
+}
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// SCENARIO GENERATION TESTS
+// ═══════════════════════════════════════════════════════════════════════════════
+
+describe("Scenario Generation", () => {
+ it("should generate diverse messages for EXPRESS_WANT need", async () => {
+ const generator = new ScenarioGenerator();
+ const scenarios = await generator.generateScenariosForNeed("EXPRESS_WANT", 3);
+
+ expect(scenarios.length).toBe(3);
+
+ // Each scenario should have different persona
+ const personas = new Set(scenarios.map((s) => s.persona.id));
+ expect(personas.size).toBeGreaterThan(1);
+
+ // Messages should be non-empty and different
+ const messages = scenarios.map((s) => s.generatedMessage);
+ expect(messages.every((m) => m.length > 5)).toBe(true);
+
+ console.log("\nGenerated EXPRESS_WANT scenarios:");
+ for (const s of scenarios) {
+ console.log(` [${s.persona.id}]: "${s.generatedMessage}"`);
+ }
+ }, 60000);
+
+ it("should generate journey scenarios with context progression", async () => {
+ const generator = new ScenarioGenerator();
+ const scenarios = await generator.generateJourneyScenario("ONBOARDING_FLOW", "NEW_USER");
+
+ expect(scenarios.length).toBe(3); // ESTABLISH_PRESENCE, EXPRESS_WANT, FIND_PEOPLE
+
+ // Context should evolve
+ expect(scenarios[0].context.hasProfile).toBe(false);
+ expect(scenarios[1].context.hasProfile).toBe(true); // After ESTABLISH_PRESENCE
+
+ console.log("\nGenerated ONBOARDING_FLOW journey:");
+ for (const s of scenarios) {
+ console.log(` [${s.need.id}]: "${s.generatedMessage}"`);
+ }
+ }, 90000);
+});
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// SINGLE NEED FULFILLMENT TESTS
+// ═══════════════════════════════════════════════════════════════════════════════
+
+describe("Need Fulfillment - Single Needs", () => {
+ let database: ChatGraphCompositeDatabase;
+ let chatAgent: ChatAgentInterface;
+ let generator: ScenarioGenerator;
+
+ beforeAll(() => {
+ database = createStatefulMockDatabase();
+ chatAgent = createChatAgentAdapter(database);
+ generator = new ScenarioGenerator();
+ });
+
+ it("should fulfill EXPRESS_WANT need", async () => {
+ const scenarios = await generator.generateScenariosForNeed("EXPRESS_WANT", 1);
+ const result = await runNeedFulfillmentTest(scenarios[0], chatAgent, {
+ verbose: true,
+ maxTurns: 3,
+ timeoutMs: 90000,
+ });
+
+ console.log("\n=== EXPRESS_WANT Result ===");
+ console.log(`Verdict: ${result.evaluation.overallVerdict}`);
+ console.log(`Score: ${result.evaluation.fulfillmentScore}`);
+ console.log(`Reasoning: ${result.evaluation.reasoning}`);
+ console.log(`Tools: ${result.metadata.toolsUsed.join(", ")}`);
+
+ // We expect success or partial - the agent should at least try
+ expect(["success", "partial"]).toContain(result.evaluation.overallVerdict);
+ }, 120000);
+
+ it("should fulfill FIND_PEOPLE need", async () => {
+ const scenarios = await generator.generateScenariosForNeed("FIND_PEOPLE", 1);
+ const result = await runNeedFulfillmentTest(scenarios[0], chatAgent, {
+ verbose: true,
+ maxTurns: 3,
+ timeoutMs: 90000,
+ });
+
+ console.log("\n=== FIND_PEOPLE Result ===");
+ console.log(`Verdict: ${result.evaluation.overallVerdict}`);
+ console.log(`Reasoning: ${result.evaluation.reasoning}`);
+
+ // Agent should use discovery tool
+ expect(result.metadata.toolsUsed.length).toBeGreaterThan(0);
+ }, 120000);
+
+ it("should handle UNDERSTAND_SYSTEM need without tools", async () => {
+ const scenarios = await generator.generateScenariosForNeed("UNDERSTAND_SYSTEM", 1);
+ const result = await runNeedFulfillmentTest(scenarios[0], chatAgent, {
+ verbose: true,
+ maxTurns: 2,
+ timeoutMs: 60000,
+ });
+
+ console.log("\n=== UNDERSTAND_SYSTEM Result ===");
+ console.log(`Verdict: ${result.evaluation.overallVerdict}`);
+ console.log(`Reasoning: ${result.evaluation.reasoning}`);
+
+ // Should have a conversation at minimum
+ expect(result.conversation.length).toBeGreaterThan(0);
+ }, 90000);
+});
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// PERSONA VARIATION TESTS
+// ═══════════════════════════════════════════════════════════════════════════════
+
+describe("Need Fulfillment - Persona Variations", () => {
+ let database: ChatGraphCompositeDatabase;
+ let chatAgent: ChatAgentInterface;
+ let generator: ScenarioGenerator;
+
+ beforeAll(() => {
+ database = createStatefulMockDatabase();
+ chatAgent = createChatAgentAdapter(database);
+ generator = new ScenarioGenerator();
+ });
+
+ const testPersonas: UserPersonaId[] = ["BUSY_FOUNDER", "VAGUE_USER", "NON_NATIVE_SPEAKER"];
+
+ for (const personaId of testPersonas) {
+ it(`should handle ${personaId} persona for EXPRESS_WANT`, async () => {
+ const need = USER_NEEDS.EXPRESS_WANT;
+ const persona = USER_PERSONAS[personaId];
+
+ const scenario: GeneratedScenario = {
+ id: `test-${personaId}`,
+ need,
+ persona,
+ context: { hasProfile: true, hasIntents: false, isIndexOwner: false },
+ generatedMessage: await generator.generateMessage(need, persona, {
+ hasProfile: true,
+ hasIntents: false,
+ isIndexOwner: false,
+ }),
+ evaluationCriteria: {
+ needFulfilled: need.description,
+ successSignals: need.successSignals,
+ failureSignals: need.failureSignals,
+ qualityFactors: ["Adapted to user's communication style"],
+ },
+ };
+
+ const result = await runNeedFulfillmentTest(scenario, chatAgent, {
+ verbose: true,
+ maxTurns: 3,
+ timeoutMs: 90000,
+ });
+
+ console.log(`\n=== ${personaId} Result ===`);
+ console.log(`Message: "${scenario.generatedMessage}"`);
+ console.log(`Verdict: ${result.evaluation.overallVerdict}`);
+ console.log(`Quality: ${result.evaluation.qualityScore}`);
+
+ // Agent should handle all personas - conversation should happen
+ expect(result.conversation.length).toBeGreaterThan(0);
+ }, 120000);
+ }
+});
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// JOURNEY TESTS
+// ═══════════════════════════════════════════════════════════════════════════════
+
+describe("Need Fulfillment - User Journeys", () => {
+ let generator: ScenarioGenerator;
+
+ beforeAll(() => {
+ generator = new ScenarioGenerator();
+ });
+
+ it("should complete ONBOARDING_FLOW journey", async () => {
+ const database = createStatefulMockDatabase();
+ const chatAgent = createChatAgentAdapter(database);
+
+ const scenarios = await generator.generateJourneyScenario("ONBOARDING_FLOW", "NEW_USER");
+
+ console.log("\n=== ONBOARDING_FLOW Journey ===");
+
+ const results = [];
+ for (const scenario of scenarios) {
+ // Don't reset between journey steps - maintain context
+ const result = await runNeedFulfillmentTest(scenario, chatAgent, {
+ verbose: true,
+ maxTurns: 2,
+ timeoutMs: 60000,
+ });
+ results.push(result);
+ }
+
+ // At least some conversations should happen
+ const withConversation = results.filter((r) => r.conversation.length > 0).length;
+ console.log(`\nJourney conversations: ${withConversation}/${results.length}`);
+
+ expect(withConversation).toBeGreaterThanOrEqual(2);
+ }, 240000);
+
+ it("should complete INTENT_LIFECYCLE journey", async () => {
+ const database = createStatefulMockDatabase();
+ const chatAgent = createChatAgentAdapter(database);
+
+ const scenarios = await generator.generateJourneyScenario("INTENT_LIFECYCLE", "POWER_USER");
+
+ console.log("\n=== INTENT_LIFECYCLE Journey ===");
+
+ const results = [];
+ for (const scenario of scenarios) {
+ const result = await runNeedFulfillmentTest(scenario, chatAgent, {
+ verbose: true,
+ maxTurns: 2,
+ timeoutMs: 60000,
+ });
+ results.push(result);
+ }
+
+ const withConversation = results.filter((r) => r.conversation.length > 0).length;
+ console.log(`\nJourney conversations: ${withConversation}/${results.length}`);
+
+ expect(withConversation).toBeGreaterThanOrEqual(2);
+ }, 240000);
+});
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// COMPREHENSIVE TEST SUITE
+// ═══════════════════════════════════════════════════════════════════════════════
+
+describe("Comprehensive Test Suite", () => {
+ it("should run full test suite across all needs", async () => {
+ const database = createStatefulMockDatabase();
+ const chatAgent = createChatAgentAdapter(database);
+ const generator = new ScenarioGenerator();
+
+ // Only test 2 needs for speed
+ const testNeeds: UserNeedId[] = ["EXPRESS_WANT", "UNDERSTAND_SYSTEM"];
+
+ const allScenarios: GeneratedScenario[] = [];
+ for (const needId of testNeeds) {
+ const scenarios = await generator.generateScenariosForNeed(needId, 1);
+ allScenarios.push(...scenarios);
+ }
+
+ console.log(`\nRunning ${allScenarios.length} scenarios...`);
+
+ const { results, summary } = await runTestSuite(allScenarios, chatAgent, { verbose: false });
+
+ console.log("\n=== TEST SUITE SUMMARY ===");
+ console.log(`Total: ${summary.total}`);
+ console.log(`Success: ${summary.success}`);
+ console.log(`Partial: ${summary.partial}`);
+ console.log(`Failure: ${summary.failure}`);
+ console.log(`Blocked: ${summary.blocked}`);
+
+ // At least some conversations should complete
+ expect(results.some((r) => r.conversation.length > 0)).toBe(true);
+ }, 300000);
+});
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// REGRESSION DETECTION
+// ═══════════════════════════════════════════════════════════════════════════════
+
+describe("Regression Detection", () => {
+ it("should not leak internal JSON in any response", async () => {
+ const database = createStatefulMockDatabase();
+ const chatAgent = createChatAgentAdapter(database);
+ const generator = new ScenarioGenerator();
+
+ const scenarios = await generator.generateScenariosForNeed("EXPRESS_WANT", 1);
+
+ const jsonLeakPatterns = [
+ '"classification"',
+ '"felicity_scores"',
+ '"indexScore"',
+ '"semantic_entropy"',
+ '"intentMode"',
+ ];
+
+ const result = await runNeedFulfillmentTest(scenarios[0], chatAgent, {
+ verbose: false,
+ maxTurns: 2,
+ timeoutMs: 60000,
+ });
+
+ for (const turn of result.conversation) {
+ if (turn.role === "assistant") {
+ for (const pattern of jsonLeakPatterns) {
+ if (turn.content.includes(pattern)) {
+ console.error(`JSON leak detected in: ${turn.content.slice(0, 200)}`);
+ }
+ expect(turn.content).not.toContain(pattern);
+ }
+ }
+ }
+ }, 90000);
+
+ it("should always use get_active_intents before delete_intent", async () => {
+ const database = createStatefulMockDatabase();
+ const chatAgent = createChatAgentAdapter(database) as ChatAgentInterface & { getToolsUsed: () => string[] };
+ const generator = new ScenarioGenerator();
+
+ // Pre-populate with an intent
+ (database as any)._state.intents.push({
+ id: "intent-to-delete",
+ payload: "Looking for ML engineers",
+ summary: "Hiring ML engineers",
+ userId: "test-eval-user",
+ createdAt: new Date(),
+ updatedAt: new Date(),
+ });
+
+ const scenarios = await generator.generateScenariosForNeed("WITHDRAW_INTENT", 1);
+ await runNeedFulfillmentTest(scenarios[0], chatAgent, {
+ verbose: true,
+ maxTurns: 3,
+ timeoutMs: 90000,
+ });
+
+ const toolsUsed = chatAgent.getToolsUsed();
+ console.log("Tools used:", toolsUsed);
+
+ // If delete_intent was called, get_active_intents should have been called first
+ if (toolsUsed.includes("delete_intent")) {
+ const deleteIndex = toolsUsed.indexOf("delete_intent");
+ const getIndex = toolsUsed.indexOf("get_active_intents");
+ expect(getIndex).toBeLessThan(deleteIndex);
+ }
+ }, 120000);
+});
diff --git a/protocol/src/lib/protocol/graphs/chat/chat.evaluator.ts b/protocol/src/lib/protocol/graphs/chat/chat.evaluator.ts
new file mode 100644
index 00000000..c6827899
--- /dev/null
+++ b/protocol/src/lib/protocol/graphs/chat/chat.evaluator.ts
@@ -0,0 +1,993 @@
+/**
+ * Chat Agent Evaluator - User Need Fulfillment Testing
+ *
+ * Tests the chat agent against real user needs and journeys,
+ * not just tool coverage. Generates diverse user scenarios
+ * and evaluates whether the agent fulfills the underlying need.
+ */
+
+import { ChatOpenAI } from "@langchain/openai";
+import { HumanMessage, SystemMessage } from "@langchain/core/messages";
+import { z } from "zod";
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// USER NEEDS TAXONOMY
+// ═══════════════════════════════════════════════════════════════════════════════
+
+/**
+ * Core user needs that Index Network serves.
+ * These are jobs-to-be-done, not features.
+ */
+export const USER_NEEDS = {
+ // === IDENTITY ===
+ ESTABLISH_PRESENCE: {
+ id: "establish_presence",
+ description: "User wants to exist in the system with a profile",
+ examples: [
+ "I just signed up, help me get started",
+ "Here's my LinkedIn, set me up",
+ "I need to create my profile",
+ ],
+ successSignals: ["profile exists", "user confirmed their info"],
+ failureSignals: ["asked for info that was provided", "no profile action taken"],
+ },
+
+ UPDATE_IDENTITY: {
+ id: "update_identity",
+ description: "User wants to change how they're represented",
+ examples: [
+ "I changed jobs, update my profile",
+ "Add Python to my skills",
+ "I'm not interested in crypto anymore",
+ ],
+ successSignals: ["profile updated", "change confirmed"],
+ failureSignals: ["wrong field updated", "update not acknowledged"],
+ },
+
+ // === INTENT EXPRESSION ===
+ EXPRESS_WANT: {
+ id: "express_want",
+ description: "User has something they're looking for",
+ examples: [
+ "I'm hiring ML engineers",
+ "Looking for a technical co-founder",
+ "I want to learn about Web3",
+ "Need someone to review my startup idea",
+ ],
+ successSignals: ["intent created", "want acknowledged and captured"],
+ failureSignals: ["no intent created", "wrong intent captured", "too many questions before action"],
+ },
+
+ EXPRESS_OFFER: {
+ id: "express_offer",
+ description: "User has something to offer others",
+ examples: [
+ "I can mentor early-stage founders",
+ "Available for freelance React work",
+ "I invest in AI startups",
+ ],
+ successSignals: ["intent/offer captured", "availability noted"],
+ failureSignals: ["treated as a want instead of offer", "not captured"],
+ },
+
+ REFINE_INTENT: {
+ id: "refine_intent",
+ description: "User wants to clarify or modify an existing intent",
+ examples: [
+ "Actually, I meant senior ML engineers",
+ "Change my hiring intent to focus on backend",
+ "That's not quite what I meant",
+ ],
+ successSignals: ["intent updated", "refinement applied"],
+ failureSignals: ["new intent created instead", "wrong intent modified"],
+ },
+
+ WITHDRAW_INTENT: {
+ id: "withdraw_intent",
+ description: "User no longer has a need",
+ examples: [
+ "I found a co-founder, remove that intent",
+ "Delete my hiring post",
+ "I'm no longer looking for investors",
+ ],
+ successSignals: ["intent removed", "withdrawal confirmed"],
+ failureSignals: ["wrong intent deleted", "intent still active"],
+ },
+
+ // === DISCOVERY ===
+ FIND_PEOPLE: {
+ id: "find_people",
+ description: "User wants to discover relevant connections",
+ examples: [
+ "Who else is looking for co-founders?",
+ "Find me ML engineers",
+ "Are there any investors interested in healthtech?",
+ ],
+ successSignals: ["search performed", "results presented or explained why none"],
+ failureSignals: ["no search done", "generic advice instead of results"],
+ },
+
+ EXPLORE_SERENDIPITY: {
+ id: "explore_serendipity",
+ description: "User wants to see what's out there without specific goal",
+ examples: [
+ "What's happening in the network?",
+ "Show me interesting opportunities",
+ "Who might I want to connect with?",
+ ],
+ successSignals: ["relevant suggestions provided", "exploration facilitated"],
+ failureSignals: ["forced to specify before exploring", "no suggestions"],
+ },
+
+ // === COMMUNITY ===
+ JOIN_COMMUNITY: {
+ id: "join_community",
+ description: "User wants to be part of a group",
+ examples: [
+ "How do I join the AI founders group?",
+ "I want to be in the startup community",
+ ],
+ successSignals: ["membership explained or facilitated", "community found"],
+ failureSignals: ["community not found", "no guidance provided"],
+ },
+
+ UNDERSTAND_COMMUNITY: {
+ id: "understand_community",
+ description: "User wants to know about their communities",
+ examples: [
+ "What communities am I in?",
+ "Show me my groups",
+ "Who else is in the AI index?",
+ ],
+ successSignals: ["memberships listed", "community info provided"],
+ failureSignals: ["wrong communities shown", "no info provided"],
+ },
+
+ MANAGE_COMMUNITY: {
+ id: "manage_community",
+ description: "Owner wants to manage their index",
+ examples: [
+ "Show me everyone in my community",
+ "What intents are in my index?",
+ "Change my community's description",
+ ],
+ successSignals: ["owner operations successful", "management action taken"],
+ failureSignals: ["permission denied unexpectedly", "wrong community modified"],
+ },
+
+ // === META ===
+ UNDERSTAND_SYSTEM: {
+ id: "understand_system",
+ description: "User wants to know how things work",
+ examples: [
+ "What can you help me with?",
+ "How does this work?",
+ "What are intents?",
+ ],
+ successSignals: ["clear explanation", "actionable guidance"],
+ failureSignals: ["confusing jargon", "no explanation"],
+ },
+
+ RECOVER_FROM_ERROR: {
+ id: "recover_from_error",
+ description: "Something went wrong and user needs help",
+ examples: [
+ "That's not what I wanted",
+ "Undo that",
+ "You made a mistake",
+ ],
+ successSignals: ["error acknowledged", "recovery attempted", "alternative offered"],
+ failureSignals: ["error ignored", "same mistake repeated"],
+ },
+
+ RESUME_CONTEXT: {
+ id: "resume_context",
+ description: "User returns after time away",
+ examples: [
+ "What were we doing?",
+ "Remind me of my intents",
+ "I'm back, what's new?",
+ ],
+ successSignals: ["context restored", "state summarized"],
+ failureSignals: ["no context awareness", "starts fresh ignoring history"],
+ },
+} as const;
+
+export type UserNeedId = keyof typeof USER_NEEDS;
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// USER PERSONAS
+// ═══════════════════════════════════════════════════════════════════════════════
+
+/**
+ * User personas with different communication styles and contexts.
+ */
+export const USER_PERSONAS = {
+ NEW_USER: {
+ id: "new_user",
+ description: "Just signed up, doesn't know the system",
+ traits: ["unfamiliar with terminology", "exploratory", "needs guidance"],
+ communicationStyle: "asks basic questions, uncertain language",
+ },
+
+ BUSY_FOUNDER: {
+ id: "busy_founder",
+ description: "Time-constrained, wants quick results",
+ traits: ["terse messages", "action-oriented", "impatient with questions"],
+ communicationStyle: "short messages, expects fast action",
+ },
+
+ DETAIL_ORIENTED: {
+ id: "detail_oriented",
+ description: "Wants to understand everything precisely",
+ traits: ["asks follow-up questions", "wants confirmation", "precise language"],
+ communicationStyle: "longer messages, specific requirements",
+ },
+
+ VAGUE_USER: {
+ id: "vague_user",
+ description: "Knows what they want but can't articulate it well",
+ traits: ["imprecise language", "uses 'stuff' and 'things'", "needs help clarifying"],
+ communicationStyle: "ambiguous messages, expects agent to understand",
+ },
+
+ POWER_USER: {
+ id: "power_user",
+ description: "Knows the system well, uses it efficiently",
+ traits: ["uses correct terminology", "multi-step requests", "expects efficiency"],
+ communicationStyle: "direct commands, references past context",
+ },
+
+ FRUSTRATED_USER: {
+ id: "frustrated_user",
+ description: "Something went wrong, trying again",
+ traits: ["impatient", "references past failures", "skeptical"],
+ communicationStyle: "expresses frustration, wants resolution",
+ },
+
+ NON_NATIVE_SPEAKER: {
+ id: "non_native_speaker",
+ description: "English is not first language",
+ traits: ["simpler vocabulary", "occasional grammar issues", "may misuse terms"],
+ communicationStyle: "simpler sentence structures",
+ },
+
+ MOBILE_USER: {
+ id: "mobile_user",
+ description: "Using on phone, typing is harder",
+ traits: ["very short messages", "typos", "abbreviations"],
+ communicationStyle: "minimal typing, expects smart interpretation",
+ },
+} as const;
+
+export type UserPersonaId = keyof typeof USER_PERSONAS;
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// USER JOURNEY TEMPLATES
+// ═══════════════════════════════════════════════════════════════════════════════
+
+/**
+ * Common user journeys that combine multiple needs.
+ */
+export const USER_JOURNEYS = {
+ ONBOARDING_FLOW: {
+ id: "onboarding_flow",
+ description: "New user sets up and starts using the system",
+ needs: ["ESTABLISH_PRESENCE", "EXPRESS_WANT", "FIND_PEOPLE"],
+ typicalTurns: 6,
+ },
+
+ ACTIVE_SEARCH: {
+ id: "active_search",
+ description: "User with profile actively looking for connections",
+ needs: ["FIND_PEOPLE", "REFINE_INTENT", "FIND_PEOPLE"],
+ typicalTurns: 5,
+ },
+
+ INTENT_LIFECYCLE: {
+ id: "intent_lifecycle",
+ description: "User creates, modifies, and eventually removes an intent",
+ needs: ["EXPRESS_WANT", "REFINE_INTENT", "WITHDRAW_INTENT"],
+ typicalTurns: 6,
+ },
+
+ COMMUNITY_EXPLORATION: {
+ id: "community_exploration",
+ description: "User explores and engages with communities",
+ needs: ["UNDERSTAND_COMMUNITY", "FIND_PEOPLE", "JOIN_COMMUNITY"],
+ typicalTurns: 5,
+ },
+
+ ERROR_RECOVERY: {
+ id: "error_recovery",
+ description: "User encounters issues and needs to recover",
+ needs: ["EXPRESS_WANT", "RECOVER_FROM_ERROR", "EXPRESS_WANT"],
+ typicalTurns: 5,
+ },
+
+ RETURNING_USER: {
+ id: "returning_user",
+ description: "User comes back after being away",
+ needs: ["RESUME_CONTEXT", "UPDATE_IDENTITY", "FIND_PEOPLE"],
+ typicalTurns: 5,
+ },
+} as const;
+
+export type UserJourneyId = keyof typeof USER_JOURNEYS;
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// SCENARIO GENERATOR
+// ═══════════════════════════════════════════════════════════════════════════════
+
+/**
+ * Generated test scenario combining need, persona, and context.
+ */
+export interface GeneratedScenario {
+ id: string;
+ need: (typeof USER_NEEDS)[UserNeedId];
+ persona: (typeof USER_PERSONAS)[UserPersonaId];
+ context: {
+ hasProfile: boolean;
+ hasIntents: boolean;
+ intentsCount?: number;
+ isIndexOwner: boolean;
+ previousInteractions?: string;
+ };
+ generatedMessage: string;
+ evaluationCriteria: {
+ needFulfilled: string;
+ successSignals: string[];
+ failureSignals: string[];
+ qualityFactors: string[];
+ };
+}
+
+/**
+ * Generates test scenarios by combining needs, personas, and contexts.
+ */
+export class ScenarioGenerator {
+ private model: ChatOpenAI;
+
+ constructor() {
+ this.model = new ChatOpenAI({
+ model: "google/gemini-2.5-flash",
+ configuration: {
+ baseURL: process.env.OPENROUTER_BASE_URL || "https://openrouter.ai/api/v1",
+ apiKey: process.env.OPENROUTER_API_KEY,
+ },
+ temperature: 0.8, // Higher for creative generation
+ });
+ }
+
+ /**
+ * Generate a user message for a specific need + persona combination.
+ */
+ async generateMessage(
+ need: (typeof USER_NEEDS)[UserNeedId],
+ persona: (typeof USER_PERSONAS)[UserPersonaId],
+ context: GeneratedScenario["context"]
+ ): Promise {
+ const prompt = `Generate a realistic user message for this scenario:
+
+USER NEED: ${need.description}
+Example messages for this need: ${need.examples.join("; ")}
+
+USER PERSONA: ${persona.description}
+Traits: ${persona.traits.join(", ")}
+Communication style: ${persona.communicationStyle}
+
+CONTEXT:
+- Has profile: ${context.hasProfile}
+- Has intents: ${context.hasIntents}${context.intentsCount ? ` (${context.intentsCount} intents)` : ""}
+- Is index owner: ${context.isIndexOwner}
+${context.previousInteractions ? `- Previous context: ${context.previousInteractions}` : ""}
+
+Generate ONE message this user would send. Be authentic to the persona.
+Just the message, nothing else.`;
+
+ const response = await this.model.invoke([new HumanMessage(prompt)]);
+ return typeof response.content === "string" ? response.content.trim() : String(response.content).trim();
+ }
+
+ /**
+ * Generate multiple diverse scenarios for a user need.
+ */
+ async generateScenariosForNeed(needId: UserNeedId, count: number = 5): Promise {
+ const need = USER_NEEDS[needId];
+ const personaIds = Object.keys(USER_PERSONAS) as UserPersonaId[];
+ const scenarios: GeneratedScenario[] = [];
+
+ for (let i = 0; i < count; i++) {
+ // Vary persona
+ const personaId = personaIds[i % personaIds.length];
+ const persona = USER_PERSONAS[personaId];
+
+ // Vary context
+ const context: GeneratedScenario["context"] = {
+ hasProfile: Math.random() > 0.3,
+ hasIntents: Math.random() > 0.4,
+ intentsCount: Math.random() > 0.5 ? Math.floor(Math.random() * 5) + 1 : undefined,
+ isIndexOwner: Math.random() > 0.7,
+ };
+
+ const message = await this.generateMessage(need, persona, context);
+
+ scenarios.push({
+ id: `${needId}-${personaId}-${i}`,
+ need,
+ persona,
+ context,
+ generatedMessage: message,
+ evaluationCriteria: {
+ needFulfilled: need.description,
+ successSignals: need.successSignals,
+ failureSignals: need.failureSignals,
+ qualityFactors: [
+ "Response is natural, not robotic",
+ "Agent understood the underlying need",
+ "Appropriate tools were used",
+ "No unnecessary questions",
+ "No internal JSON leaked",
+ ],
+ },
+ });
+ }
+
+ return scenarios;
+ }
+
+ /**
+ * Generate a full journey scenario with multiple turns.
+ */
+ async generateJourneyScenario(journeyId: UserJourneyId, personaId: UserPersonaId): Promise {
+ const journey = USER_JOURNEYS[journeyId];
+ const persona = USER_PERSONAS[personaId];
+ const scenarios: GeneratedScenario[] = [];
+
+ let context: GeneratedScenario["context"] = {
+ hasProfile: journeyId !== "ONBOARDING_FLOW",
+ hasIntents: journeyId !== "ONBOARDING_FLOW",
+ isIndexOwner: journeyId === "COMMUNITY_EXPLORATION",
+ };
+
+ for (const needId of journey.needs) {
+ const need = USER_NEEDS[needId as UserNeedId];
+ const message = await this.generateMessage(need, persona, context);
+
+ scenarios.push({
+ id: `${journeyId}-${needId}-${personaId}`,
+ need,
+ persona,
+ context: { ...context },
+ generatedMessage: message,
+ evaluationCriteria: {
+ needFulfilled: need.description,
+ successSignals: need.successSignals,
+ failureSignals: need.failureSignals,
+ qualityFactors: [
+ "Journey progresses naturally",
+ "Context from previous turns is maintained",
+ "Agent adapts to user's communication style",
+ ],
+ },
+ });
+
+ // Update context for next turn
+ if (needId === "ESTABLISH_PRESENCE") context.hasProfile = true;
+ if (needId === "EXPRESS_WANT" || needId === "EXPRESS_OFFER") {
+ context.hasIntents = true;
+ context.intentsCount = (context.intentsCount || 0) + 1;
+ }
+ }
+
+ return scenarios;
+ }
+}
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// NEED FULFILLMENT EVALUATOR
+// ═══════════════════════════════════════════════════════════════════════════════
+
+/**
+ * Evaluation result for a single interaction.
+ */
+export interface NeedFulfillmentResult {
+ scenario: GeneratedScenario;
+ conversation: Array<{ role: "user" | "assistant"; content: string }>;
+ evaluation: {
+ needFulfilled: boolean;
+ fulfillmentScore: number; // 0-1
+ successSignalsMatched: string[];
+ failureSignalsTriggered: string[];
+ qualityScore: number; // 0-1
+ qualityNotes: string[];
+ overallVerdict: "success" | "partial" | "failure" | "blocked" | "misunderstood";
+ reasoning: string;
+ };
+ metadata: {
+ turnCount: number;
+ toolsUsed: string[];
+ duration: number;
+ };
+}
+
+const EVALUATOR_SYSTEM_PROMPT = `You are evaluating whether an AI assistant fulfilled a user's underlying need.
+
+You will be given:
+1. The user's ACTUAL NEED (what they're trying to accomplish)
+2. The conversation that occurred
+3. Success signals (indicators the need was met)
+4. Failure signals (indicators something went wrong)
+5. Quality factors to consider
+
+Your job is to evaluate:
+1. Was the underlying need fulfilled? (not just "did tools run")
+2. How well was it fulfilled? (quality of experience)
+3. What went right or wrong?
+
+Respond with JSON:
+{
+ "needFulfilled": true/false,
+ "fulfillmentScore": 0.0-1.0,
+ "successSignalsMatched": ["signal1", "signal2"],
+ "failureSignalsTriggered": ["signal1"],
+ "qualityScore": 0.0-1.0,
+ "qualityNotes": ["note1", "note2"],
+ "overallVerdict": "success" | "partial" | "failure" | "blocked" | "misunderstood",
+ "reasoning": "Explanation of evaluation"
+}
+
+Verdicts:
+- success: Need fully fulfilled with good experience
+- partial: Need somewhat fulfilled but incomplete or poor experience
+- failure: Need not fulfilled despite conversation completing
+- blocked: Agent got stuck, looped, or couldn't proceed
+- misunderstood: Agent addressed wrong need entirely`;
+
+/**
+ * Evaluates whether a conversation fulfilled the user's need.
+ */
+export class NeedFulfillmentEvaluator {
+ private model: ChatOpenAI;
+
+ constructor() {
+ this.model = new ChatOpenAI({
+ model: "google/gemini-2.5-flash",
+ configuration: {
+ baseURL: process.env.OPENROUTER_BASE_URL || "https://openrouter.ai/api/v1",
+ apiKey: process.env.OPENROUTER_API_KEY,
+ },
+ temperature: 0.2,
+ });
+ }
+
+ async evaluate(
+ scenario: GeneratedScenario,
+ conversation: Array<{ role: "user" | "assistant"; content: string }>,
+ toolsUsed: string[]
+ ): Promise {
+ const conversationText = conversation.map((m) => `${m.role.toUpperCase()}: ${m.content}`).join("\n\n");
+
+ const prompt = `Evaluate this conversation:
+
+## User's Underlying Need
+${scenario.need.description}
+
+## User Persona
+${scenario.persona.description}
+Style: ${scenario.persona.communicationStyle}
+
+## User Context
+- Has profile: ${scenario.context.hasProfile}
+- Has intents: ${scenario.context.hasIntents}
+- Is index owner: ${scenario.context.isIndexOwner}
+
+## Conversation
+${conversationText}
+
+## Tools Used
+${toolsUsed.length > 0 ? toolsUsed.join(", ") : "None"}
+
+## Success Signals (need met if these happen)
+${scenario.evaluationCriteria.successSignals.map((s) => `- ${s}`).join("\n")}
+
+## Failure Signals (problems if these happen)
+${scenario.evaluationCriteria.failureSignals.map((s) => `- ${s}`).join("\n")}
+
+## Quality Factors
+${scenario.evaluationCriteria.qualityFactors.map((q) => `- ${q}`).join("\n")}
+
+Evaluate whether the user's need was fulfilled.`;
+
+ const response = await this.model.invoke([new SystemMessage(EVALUATOR_SYSTEM_PROMPT), new HumanMessage(prompt)]);
+
+ const content = typeof response.content === "string" ? response.content : String(response.content);
+
+ try {
+ const jsonMatch = content.match(/\{[\s\S]*\}/);
+ if (!jsonMatch) throw new Error("No JSON found");
+ return JSON.parse(jsonMatch[0]);
+ } catch {
+ return {
+ needFulfilled: false,
+ fulfillmentScore: 0,
+ successSignalsMatched: [],
+ failureSignalsTriggered: ["evaluation_failed"],
+ qualityScore: 0,
+ qualityNotes: ["Failed to parse evaluation response"],
+ overallVerdict: "failure" as const,
+ reasoning: "Evaluation parsing failed",
+ };
+ }
+ }
+}
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// SIMULATED USER AGENT
+// ═══════════════════════════════════════════════════════════════════════════════
+
+/**
+ * Simulates a user with a specific need and persona.
+ */
+export class SimulatedUser {
+ private model: ChatOpenAI;
+ private scenario: GeneratedScenario;
+ private conversationHistory: Array<{ role: "user" | "assistant"; content: string }> = [];
+ private turnCount = 0;
+ private maxTurns: number;
+ private lastAssistantMessage = "";
+ private repetitionCount = 0;
+
+ constructor(scenario: GeneratedScenario, maxTurns: number = 4) {
+ this.scenario = scenario;
+ this.maxTurns = maxTurns;
+ this.model = new ChatOpenAI({
+ model: "google/gemini-2.5-flash",
+ configuration: {
+ baseURL: process.env.OPENROUTER_BASE_URL || "https://openrouter.ai/api/v1",
+ apiKey: process.env.OPENROUTER_API_KEY,
+ },
+ temperature: 0.3, // Lower for more predictable responses
+ });
+ }
+
+ /**
+ * Get the initial message to start the conversation.
+ */
+ getInitialMessage(): string {
+ return this.scenario.generatedMessage;
+ }
+
+ /**
+ * Respond to the assistant's message as the simulated user.
+ */
+ async respond(assistantMessage: string): Promise<{ message: string; shouldContinue: boolean; reason?: string }> {
+ this.conversationHistory.push({ role: "assistant", content: assistantMessage });
+ this.turnCount++;
+
+ // Hard limit on turns
+ if (this.turnCount >= this.maxTurns) {
+ return { message: "", shouldContinue: false, reason: "max_turns_reached" };
+ }
+
+ // Detect repetition/loops
+ if (assistantMessage.slice(0, 100) === this.lastAssistantMessage.slice(0, 100)) {
+ this.repetitionCount++;
+ if (this.repetitionCount >= 2) {
+ return { message: "", shouldContinue: false, reason: "stuck_loop_detected" };
+ }
+ } else {
+ this.repetitionCount = 0;
+ }
+ this.lastAssistantMessage = assistantMessage;
+
+ // Quick heuristic: if assistant confirmed an action, likely done
+ const doneIndicators = [
+ "created", "updated", "deleted", "removed", "done", "complete",
+ "here's your", "here are", "i've", "successfully"
+ ];
+ const lowerResponse = assistantMessage.toLowerCase();
+ const likelyDone = doneIndicators.some(indicator => lowerResponse.includes(indicator));
+
+ const prompt = `You are simulating a user. Be DECISIVE - don't keep the conversation going unnecessarily.
+
+## Your Need
+${this.scenario.need.description}
+
+## Turn ${this.turnCount}/${this.maxTurns} (conversation will END at turn ${this.maxTurns})
+
+## Last Assistant Response
+${assistantMessage.slice(0, 500)}
+
+## Quick Decision Rules
+- If the assistant DID what you asked → shouldContinue: false, reason: "need_fulfilled"
+- If the assistant is ASKING a question you can answer → answer briefly, shouldContinue: true
+- If the assistant FAILED or misunderstood → shouldContinue: false, reason: "misunderstood"
+- If you've gone back and forth 2+ times → shouldContinue: false
+- When in doubt → shouldContinue: false
+
+${likelyDone ? "NOTE: The assistant seems to have completed an action. Consider if your need is fulfilled." : ""}
+
+Respond ONLY with JSON (no other text):
+{"shouldContinue": boolean, "reason": "need_fulfilled"|"answering_question"|"misunderstood"|"giving_up", "message": "your response or empty"}`;
+
+ try {
+ const response = await this.model.invoke([new HumanMessage(prompt)]);
+ const content = typeof response.content === "string" ? response.content : String(response.content);
+
+ const jsonMatch = content.match(/\{[\s\S]*?\}/);
+ if (!jsonMatch) {
+ return { message: "", shouldContinue: false, reason: "parse_error" };
+ }
+
+ const parsed = JSON.parse(jsonMatch[0]);
+
+ // Force termination on certain reasons
+ if (["need_fulfilled", "misunderstood", "giving_up"].includes(parsed.reason)) {
+ return { message: parsed.message || "", shouldContinue: false, reason: parsed.reason };
+ }
+
+ if (parsed.message) {
+ this.conversationHistory.push({ role: "user", content: parsed.message });
+ }
+
+ return {
+ message: parsed.message || "",
+ shouldContinue: Boolean(parsed.shouldContinue),
+ reason: parsed.reason,
+ };
+ } catch {
+ return { message: "", shouldContinue: false, reason: "parse_error" };
+ }
+ }
+
+ getConversationHistory() {
+ return this.conversationHistory;
+ }
+
+ addUserMessage(message: string) {
+ this.conversationHistory.push({ role: "user", content: message });
+ }
+}
+
+// ═══════════════════════════════════════════════════════════════════════════════
+// TEST RUNNER
+// ═══════════════════════════════════════════════════════════════════════════════
+
+export interface ChatAgentInterface {
+ chat(message: string): Promise<{ response: string; toolsUsed: string[] }>;
+ reset(): void;
+}
+
+/**
+ * Run a need fulfillment test with timeout protection.
+ */
+export async function runNeedFulfillmentTest(
+ scenario: GeneratedScenario,
+ chatAgent: ChatAgentInterface,
+ options?: {
+ verbose?: boolean;
+ maxTurns?: number;
+ timeoutMs?: number;
+ }
+): Promise {
+ const startTime = Date.now();
+ const maxTurns = options?.maxTurns || 4; // Reduced default
+ const timeoutMs = options?.timeoutMs || 120000; // 2 min timeout
+ const simulatedUser = new SimulatedUser(scenario, maxTurns);
+ const evaluator = new NeedFulfillmentEvaluator();
+ const allToolsUsed: string[] = [];
+
+ chatAgent.reset();
+
+ // Initial message
+ let currentMessage = simulatedUser.getInitialMessage();
+ simulatedUser.addUserMessage(currentMessage);
+
+ if (options?.verbose) {
+ console.log(`\n=== Scenario: ${scenario.id} ===`);
+ console.log(`Need: ${scenario.need.description}`);
+ console.log(`Persona: ${scenario.persona.id}`);
+ }
+
+ let turnCount = 0;
+ let timedOut = false;
+
+ while (turnCount < maxTurns) {
+ // Check timeout
+ if (Date.now() - startTime > timeoutMs) {
+ timedOut = true;
+ if (options?.verbose) {
+ console.log(`[TIMEOUT] Exceeded ${timeoutMs}ms`);
+ }
+ break;
+ }
+
+ turnCount++;
+
+ if (options?.verbose) {
+ console.log(`\n[Turn ${turnCount}/${maxTurns}] USER: ${currentMessage}`);
+ }
+
+ // Chat agent responds with timeout
+ let agentResult: { response: string; toolsUsed: string[] };
+ try {
+ const timeoutPromise = new Promise((_, reject) =>
+ setTimeout(() => reject(new Error("Agent timeout")), 60000)
+ );
+ agentResult = await Promise.race([chatAgent.chat(currentMessage), timeoutPromise]);
+ } catch (e) {
+ if (options?.verbose) {
+ console.log(`[ERROR] Agent call failed: ${e}`);
+ }
+ break;
+ }
+
+ allToolsUsed.push(...agentResult.toolsUsed);
+
+ if (options?.verbose) {
+ console.log(`[Turn ${turnCount}] ASSISTANT: ${agentResult.response.slice(0, 200)}...`);
+ if (agentResult.toolsUsed.length) {
+ console.log(`[Turn ${turnCount}] Tools: ${agentResult.toolsUsed.join(", ")}`);
+ }
+ }
+
+ // Simulated user decides what to do
+ let userResponse: { message: string; shouldContinue: boolean; reason?: string };
+ try {
+ const timeoutPromise = new Promise((_, reject) =>
+ setTimeout(() => reject(new Error("User sim timeout")), 30000)
+ );
+ userResponse = await Promise.race([simulatedUser.respond(agentResult.response), timeoutPromise]);
+ } catch {
+ userResponse = { message: "", shouldContinue: false, reason: "timeout" };
+ }
+
+ if (options?.verbose && userResponse.reason) {
+ console.log(`[Turn ${turnCount}] User decision: ${userResponse.reason}`);
+ }
+
+ if (!userResponse.shouldContinue) {
+ break;
+ }
+
+ if (!userResponse.message) {
+ break; // No message means we're done
+ }
+
+ currentMessage = userResponse.message;
+ }
+
+ // Evaluate the conversation
+ const conversation = simulatedUser.getConversationHistory();
+
+ let evaluation: NeedFulfillmentResult["evaluation"];
+ if (timedOut || conversation.length === 0) {
+ evaluation = {
+ needFulfilled: false,
+ fulfillmentScore: 0,
+ successSignalsMatched: [],
+ failureSignalsTriggered: ["timeout_or_empty"],
+ qualityScore: 0,
+ qualityNotes: [timedOut ? "Test timed out" : "No conversation"],
+ overallVerdict: "blocked",
+ reasoning: timedOut ? "Test exceeded time limit" : "No conversation occurred",
+ };
+ } else {
+ try {
+ evaluation = await evaluator.evaluate(scenario, conversation, [...new Set(allToolsUsed)]);
+ } catch {
+ evaluation = {
+ needFulfilled: false,
+ fulfillmentScore: 0,
+ successSignalsMatched: [],
+ failureSignalsTriggered: ["evaluation_failed"],
+ qualityScore: 0,
+ qualityNotes: ["Evaluation failed"],
+ overallVerdict: "failure",
+ reasoning: "Could not evaluate conversation",
+ };
+ }
+ }
+
+ if (options?.verbose) {
+ console.log(`\n=== Result: ${evaluation.overallVerdict} (${evaluation.fulfillmentScore}) ===`);
+ console.log(`Reasoning: ${evaluation.reasoning}`);
+ }
+
+ return {
+ scenario,
+ conversation,
+ evaluation,
+ metadata: {
+ turnCount,
+ toolsUsed: [...new Set(allToolsUsed)],
+ duration: Date.now() - startTime,
+ },
+ };
+}
+
+/**
+ * Run a batch of tests and aggregate results.
+ */
+export async function runTestSuite(
+ scenarios: GeneratedScenario[],
+ chatAgent: ChatAgentInterface,
+ options?: { verbose?: boolean; parallel?: boolean; maxTurns?: number; timeoutMs?: number }
+): Promise<{
+ results: NeedFulfillmentResult[];
+ summary: {
+ total: number;
+ success: number;
+ partial: number;
+ failure: number;
+ blocked: number;
+ misunderstood: number;
+ avgFulfillmentScore: number;
+ avgQualityScore: number;
+ byNeed: Record;
+ byPersona: Record;
+ };
+}> {
+ const results: NeedFulfillmentResult[] = [];
+ const testOptions = {
+ verbose: options?.verbose,
+ maxTurns: options?.maxTurns || 3,
+ timeoutMs: options?.timeoutMs || 90000,
+ };
+
+ if (options?.parallel) {
+ const promises = scenarios.map((s) => runNeedFulfillmentTest(s, chatAgent, testOptions));
+ results.push(...(await Promise.all(promises)));
+ } else {
+ for (const scenario of scenarios) {
+ results.push(await runNeedFulfillmentTest(scenario, chatAgent, testOptions));
+ }
+ }
+
+ // Aggregate results
+ const summary = {
+ total: results.length,
+ success: results.filter((r) => r.evaluation.overallVerdict === "success").length,
+ partial: results.filter((r) => r.evaluation.overallVerdict === "partial").length,
+ failure: results.filter((r) => r.evaluation.overallVerdict === "failure").length,
+ blocked: results.filter((r) => r.evaluation.overallVerdict === "blocked").length,
+ misunderstood: results.filter((r) => r.evaluation.overallVerdict === "misunderstood").length,
+ avgFulfillmentScore: results.reduce((sum, r) => sum + r.evaluation.fulfillmentScore, 0) / results.length,
+ avgQualityScore: results.reduce((sum, r) => sum + r.evaluation.qualityScore, 0) / results.length,
+ byNeed: {} as Record,
+ byPersona: {} as Record,
+ };
+
+ // Group by need
+ for (const result of results) {
+ const needId = result.scenario.need.id;
+ if (!summary.byNeed[needId]) {
+ summary.byNeed[needId] = { total: 0, successRate: 0 };
+ }
+ summary.byNeed[needId].total++;
+ if (result.evaluation.overallVerdict === "success") {
+ summary.byNeed[needId].successRate++;
+ }
+ }
+ for (const needId of Object.keys(summary.byNeed)) {
+ summary.byNeed[needId].successRate /= summary.byNeed[needId].total;
+ }
+
+ // Group by persona
+ for (const result of results) {
+ const personaId = result.scenario.persona.id;
+ if (!summary.byPersona[personaId]) {
+ summary.byPersona[personaId] = { total: 0, successRate: 0 };
+ }
+ summary.byPersona[personaId].total++;
+ if (result.evaluation.overallVerdict === "success") {
+ summary.byPersona[personaId].successRate++;
+ }
+ }
+ for (const personaId of Object.keys(summary.byPersona)) {
+ summary.byPersona[personaId].successRate /= summary.byPersona[personaId].total;
+ }
+
+ return { results, summary };
+}