From ae633d53ed21082187e9f1015a954085b2c9b71b Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 11:05:25 -0300
Subject: [PATCH 01/10] feat(dspy): add dspy a2a example

---
 samples/python/agents/a2a_dspy/.env.sample    |   3 +
 samples/python/agents/a2a_dspy/README.md      | 124 ++++++++++
 samples/python/agents/a2a_dspy/__main__.py    |  69 ++++++
 .../agents/a2a_dspy/agents/dspy_example.py    |  25 ++
 samples/python/agents/a2a_dspy/executor.py    |  79 +++++++
 samples/python/agents/a2a_dspy/logger.py      |  34 +++
 samples/python/agents/a2a_dspy/memory/base.py |  12 +
 samples/python/agents/a2a_dspy/memory/mem0.py |  57 +++++
 samples/python/agents/a2a_dspy/pyproject.toml |  15 ++
 samples/python/agents/a2a_dspy/test_client.py | 223 ++++++++++++++++++
 10 files changed, 641 insertions(+)
 create mode 100644 samples/python/agents/a2a_dspy/.env.sample
 create mode 100644 samples/python/agents/a2a_dspy/README.md
 create mode 100644 samples/python/agents/a2a_dspy/__main__.py
 create mode 100644 samples/python/agents/a2a_dspy/agents/dspy_example.py
 create mode 100644 samples/python/agents/a2a_dspy/executor.py
 create mode 100644 samples/python/agents/a2a_dspy/logger.py
 create mode 100644 samples/python/agents/a2a_dspy/memory/base.py
 create mode 100644 samples/python/agents/a2a_dspy/memory/mem0.py
 create mode 100644 samples/python/agents/a2a_dspy/pyproject.toml
 create mode 100644 samples/python/agents/a2a_dspy/test_client.py

diff --git a/samples/python/agents/a2a_dspy/.env.sample b/samples/python/agents/a2a_dspy/.env.sample
new file mode 100644
index 000000000..8fbced02f
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/.env.sample
@@ -0,0 +1,3 @@
+OPENAI_API_KEY=sk-proj-...
+BRAINTRUST_API_KEY=sk-...
+MEM0_API_KEY=m0-...
diff --git a/samples/python/agents/a2a_dspy/README.md b/samples/python/agents/a2a_dspy/README.md
new file mode 100644
index 000000000..de255552b
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/README.md
@@ -0,0 +1,124 @@
+
+# A2A DSPy Agent with Memory
+
+This sample demonstrates an Agent-to-Agent (A2A) server built using [DSPy](https://github.com/stanfordnlp/dspy), a framework for programming with language models. The agent features conversational memory powered by [Mem0](https://mem0.ai/) and observability through [Braintrust](https://www.braintrust.dev/).
+
+## Core Functionality
+
+* **DSPy Integration:** Uses DSPy's `ChainOfThought` module for structured reasoning and response generation.
+* **Memory Management:** Leverages Mem0 to store and retrieve user interactions, enabling context-aware conversations across sessions.
+* **Observability:** Integrated with Braintrust for tracing agent execution, LLM calls, and memory operations.
+* **A2A Protocol:** Fully compliant A2A server that supports both stateful conversations and task completion.
+
+## Files
+
+* `__main__.py`: The main entry point that configures and starts the A2A server with CORS support.
+* `executor.py`: The `DspyAgentExecutor` class that implements the A2A `AgentExecutor` interface, handling task execution and memory operations.
+* `agents/dspy_example.py`: DSPy agent definition using a custom `AgentSignature` with Chain-of-Thought reasoning.
+* `memory/base.py`: Abstract base class for memory implementations.
+* `memory/mem0.py`: Mem0 memory implementation for storing and retrieving conversation context.
+* `logger.py`: Logging configuration for the agent.
+* `test_client.py`: Test client to interact with the agent.
+
+## Prerequisites
+
+* Python 3.10+
+* OpenAI API Key
+* Mem0 API Key
+* Braintrust API Key (optional, for observability)
+
+## Setup
+
+1. **Set Environment Variables:**
+
+   Create a `.env` file or export the following environment variables:
+
+   ```bash
+   export OPENAI_API_KEY="your-openai-api-key"
+   export MEM0_API_KEY="your-mem0-api-key"
+   export BRAINTRUST_API_KEY="your-braintrust-api-key"  # Optional
+   ```
+
+   Replace the placeholder values with your actual API keys.
+
+2. **Install Dependencies:**
+
+   The project uses `uv` for dependency management. Dependencies are defined in `pyproject.toml`.
+
+## Running the Application
+
+1. **Start the A2A Server:**
+
+   ```bash
+   uv run .
+   ```
+
+   By default, the server will start on `http://localhost:10020`. You can customize the host and port:
+
+   ```bash
+   uv run . --host 0.0.0.0 --port 8080
+   ```
+
+2. **Interact with the Agent:**
+
+   You can use the included test client:
+
+   ```bash
+   uv run test_client.py
+   ```
+
+   Or use the CLI host from the samples:
+
+   ```bash
+   cd samples/python/hosts/cli
+   uv run . --agent http://localhost:10020
+   ```
+
+## How It Works
+
+1. **User Input:** The agent receives a question or message through the A2A protocol.
+2. **Memory Retrieval:** The agent queries Mem0 for relevant past interactions using the user's context ID.
+3. **DSPy Processing:** The question and retrieved context are passed to the DSPy `ChainOfThought` module.
+4. **Response Generation:** DSPy generates a response using GPT-4o-mini, determining if the task is complete or requires more input.
+5. **Memory Storage:** The interaction (user input and agent response) is saved to Mem0 for future context.
+6. **Task Completion:** The agent either completes the task with an artifact or requests additional input.
+
+## Agent Capabilities
+
+The agent exposes a single skill:
+
+* **Skill ID:** `dspy_agent`
+* **Name:** DSPy Agent
+* **Description:** A simple DSPy agent that can answer questions and remember user interactions.
+* **Tags:** DSPy, Memory, Mem0
+* **Example Queries:**
+  - "What is the capital of France?"
+  - "What did I ask you about earlier?"
+  - "Remember that I prefer morning meetings."
+
+## Memory Features
+
+The agent uses Mem0 to provide:
+
+* **User-specific Memory:** Each user (identified by `context_id`) has their own memory space.
+* **Semantic Retrieval:** Memories are retrieved based on semantic similarity to the current query.
+* **Persistent Context:** Conversations are remembered across sessions, enabling continuity.
+
+## Observability
+
+With Braintrust integration, you can:
+
+* Track each agent execution with detailed spans
+* Monitor LLM calls and their inputs/outputs
+* View memory retrieval and storage operations
+* Analyze performance and debug issues
+
+Visit the Braintrust dashboard to view traces after interacting with the agent.
+
+## Disclaimer
+
+Important: The sample code provided is for demonstration purposes and illustrates the mechanics of the Agent-to-Agent (A2A) protocol. When building production applications, it is critical to treat any agent operating outside of your direct control as a potentially untrusted entity.
+
+All data received from an external agent—including but not limited to its AgentCard, messages, artifacts, and task statuses—should be handled as untrusted input. For example, a malicious agent could provide an AgentCard containing crafted data in its fields (e.g., description, name, skills.description). If this data is used without sanitization to construct prompts for a Large Language Model (LLM), it could expose your application to prompt injection attacks. Failure to properly validate and sanitize this data before use can introduce security vulnerabilities into your application.
+
+Developers are responsible for implementing appropriate security measures, such as input validation and secure handling of credentials to protect their systems and users.
diff --git a/samples/python/agents/a2a_dspy/__main__.py b/samples/python/agents/a2a_dspy/__main__.py
new file mode 100644
index 000000000..3865ab275
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/__main__.py
@@ -0,0 +1,69 @@
+from __future__ import annotations
+
+import logging
+import os
+
+import click
+import uvicorn
+from starlette.middleware import Middleware
+from starlette.middleware.cors import CORSMiddleware
+from starlette.requests import Request
+from starlette.responses import JSONResponse, RedirectResponse
+
+from a2a.server.apps import A2AStarletteApplication
+from a2a.server.request_handlers import DefaultRequestHandler
+from a2a.server.tasks import InMemoryTaskStore
+from a2a.types import AgentCapabilities, AgentCard, AgentSkill
+from executor import DspyAgentExecutor
+
+
+logger = logging.getLogger(__name__)
+logging.basicConfig()
+
+@click.command()
+@click.option('--host', 'host', default='localhost')
+@click.option('--port', 'port', default=10020)
+def main(host: str, port: int):
+    """A2A DSPy Sample Server with Bearer Token Authentication."""
+    skill = AgentSkill(
+        id='dspy_agent',
+        name='DSPy Agent',
+        description='A simple DSPy agent that can answer questions and remember user interactions.',
+        tags=['DSPy', 'Memory', 'Mem0'],
+        examples=[
+            'What is the capital of France?',
+            'What did I ask you about earlier?',
+            'Remember that I prefer morning meetings.',
+        ],
+    )
+
+    agent_executor = DspyAgentExecutor()
+    agent_card = AgentCard(
+        name='DSPy Agent',
+        description='A simple DSPy agent that can answer questions and remember user interactions.',
+        url=f'http://{host}:{port}/',
+        version='1.0.0',
+        default_input_modes=['text'],
+        default_output_modes=['text'],
+        capabilities=AgentCapabilities(streaming=True),
+        skills=[skill],
+    )
+    request_handler = DefaultRequestHandler(
+        agent_executor=agent_executor, task_store=InMemoryTaskStore()
+    )
+
+    server = A2AStarletteApplication(agent_card, request_handler)
+    starlette_app = server.build()
+    
+    starlette_app.add_middleware(
+        CORSMiddleware,
+        allow_origins=["*"],
+        allow_methods=["*"],
+        allow_headers=["*"],
+    )
+    
+    uvicorn.run(starlette_app, host=host, port=port)
+
+
+if __name__ == '__main__':
+    main()
diff --git a/samples/python/agents/a2a_dspy/agents/dspy_example.py b/samples/python/agents/a2a_dspy/agents/dspy_example.py
new file mode 100644
index 000000000..fa5f988d3
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/agents/dspy_example.py
@@ -0,0 +1,25 @@
+import dspy
+import os
+from typing import List, Dict
+
+from dotenv import load_dotenv
+
+from braintrust.wrappers.dspy import BraintrustDSpyCallback
+
+load_dotenv()
+
+lm = dspy.LM(model="gpt-4o-mini", api_key=os.getenv("OPENAI_API_KEY"))
+dspy.configure(lm=lm, callbacks=[BraintrustDSpyCallback()])
+
+class AgentSignature(dspy.Signature):
+    """
+    You are a helpful assistant that can answer any question
+    """
+    question: str = dspy.InputField(description="The question to answer")
+    ctx: List[Dict] = dspy.InputField(description="The context to use for the question")
+    answer: str = dspy.OutputField(description="The answer to the question")
+    completed_task: bool = dspy.OutputField(description="Whether the task is complete or need more input")
+
+agent = dspy.ChainOfThought(signature=AgentSignature)
+
+
diff --git a/samples/python/agents/a2a_dspy/executor.py b/samples/python/agents/a2a_dspy/executor.py
new file mode 100644
index 000000000..9da5d846d
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/executor.py
@@ -0,0 +1,79 @@
+from a2a.server.agent_execution import AgentExecutor, RequestContext
+from a2a.server.events import EventQueue
+from a2a.types import (
+    InternalError,
+    InvalidParamsError,
+    Message,
+    Part,
+    Task,
+    TaskState,
+    TextPart,
+    UnsupportedOperationError,
+)
+from a2a.utils import (
+    completed_task,
+    new_artifact,
+    new_agent_text_message,
+)
+from a2a.utils.errors import ServerError
+from a2a.server.tasks import TaskUpdater
+
+from uuid import uuid4
+from braintrust import traced, current_span
+
+from memory.mem0 import Mem0Memory
+from agents.dspy_example import agent
+from logger import logger
+
+class DspyAgentExecutor(AgentExecutor):
+    """Memory-aware DSPy AgentExecutor with per-user context."""
+
+    def __init__(self) -> None:
+        self.agent = agent
+        self.memory = Mem0Memory()
+
+    @traced
+    async def execute(
+        self,
+        context: RequestContext,
+        event_queue: EventQueue,
+    ) -> None:
+        with logger.start_span() as span:
+            error = self._validate_request(context)
+            if error:
+                raise ServerError(error=InvalidParamsError())
+
+            updater = TaskUpdater(event_queue, context.task_id, context.context_id)
+            if not context.current_task:
+                await updater.submit()
+
+            await updater.start_work()
+
+            query = context.get_user_input()
+            try:
+                ctx = self.memory.retrieve(query=query, user_id=context.context_id)
+                result = self.agent(question=str(query), ctx=ctx)
+                current_span().log(input=query, output=result.answer)
+                self.memory.save(user_id=context.context_id, user_input=query, assistant_response=result.answer)
+            except Exception as e:
+                current_span().log(error=e)
+                raise ServerError(error=InternalError()) from e
+            if result.completed_task:
+                await updater.add_artifact(
+                    [TextPart(text=result.answer)],
+                    name='answer',
+                )
+                await updater.complete()
+            else:
+                await updater.update_status(
+                    TaskState.input_required,
+                    message=new_agent_text_message(result.answer, context.context_id, context.task_id),
+                )
+
+    async def cancel(
+        self, request: RequestContext, event_queue: EventQueue
+    ) -> Task | None:
+        raise ServerError(error=UnsupportedOperationError())
+
+    def _validate_request(self, context: RequestContext) -> bool:
+        return False
diff --git a/samples/python/agents/a2a_dspy/logger.py b/samples/python/agents/a2a_dspy/logger.py
new file mode 100644
index 000000000..aa82f5a4d
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/logger.py
@@ -0,0 +1,34 @@
+import os
+import re
+
+from dotenv import load_dotenv
+
+from braintrust import init_logger, set_masking_function
+from braintrust.wrappers.dspy import BraintrustDSpyCallback
+from braintrust.wrappers.litellm import patch_litellm
+
+patch_litellm()
+
+load_dotenv()
+
+def mask_sensitive_data(data):
+    if isinstance(data, str):
+        return re.sub(r"\b(api[_-]?key|password|token)[\s:=]+\S+", r"\1: [REDACTED]", data, flags=re.IGNORECASE)
+
+    elif isinstance(data, dict):
+        masked = {}
+        for key, value in data.items():
+            if re.match(r"^(api[_-]?key|password|secret|token|auth|credential)$", key, re.IGNORECASE):
+                masked[key] = "[REDACTED]"
+            else:
+                masked[key] = mask_sensitive_data(value)
+        return masked
+
+    elif isinstance(data, list):
+        return [mask_sensitive_data(item) for item in data]
+
+    return data
+
+set_masking_function(mask_sensitive_data)
+
+logger = init_logger(project="My Project", api_key=os.getenv("BRAINTRUST_API_KEY"))
diff --git a/samples/python/agents/a2a_dspy/memory/base.py b/samples/python/agents/a2a_dspy/memory/base.py
new file mode 100644
index 000000000..394d03620
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/memory/base.py
@@ -0,0 +1,12 @@
+from pydantic import BaseModel
+from abc import abstractmethod
+from typing import List, Dict
+
+class Memory(BaseModel):
+    @abstractmethod
+    def save(self, user_id: str, user_input: str, assistant_response: str):
+        pass
+
+    @abstractmethod
+    def retrieve(self, query: str, user_id: str) -> List[Dict]:
+        pass
diff --git a/samples/python/agents/a2a_dspy/memory/mem0.py b/samples/python/agents/a2a_dspy/memory/mem0.py
new file mode 100644
index 000000000..ffc932403
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/memory/mem0.py
@@ -0,0 +1,57 @@
+from dotenv import load_dotenv
+from typing import List, Dict
+import traceback
+import os
+
+from mem0 import MemoryClient
+from braintrust import current_span, traced
+
+from memory.base import Memory
+
+load_dotenv()
+
+mem0 = MemoryClient(api_key=os.getenv("MEM0_API_KEY"))
+
+class Mem0Memory(Memory):
+    @traced
+    def retrieve(self, query: str, user_id: str) -> List[Dict]:
+        """Retrieve relevant context from Mem0"""
+        try:
+            memories = mem0.search(query=query,  user_id=user_id)
+            memory_list = memories
+            serialized_memories = ' '.join([mem["memory"] for mem in memory_list])
+            context = [
+                {
+                    "role": "system", 
+                    "content": f"Relevant information: {serialized_memories}"
+                },
+                {
+                    "role": "user",
+                    "content": query
+                }
+            ]
+            current_span().log(metadata={"memory_retrieved": context, "query": query, "user_id": user_id})
+            return context
+        except Exception as e:
+            print(f"Error retrieving memories: {e} at {traceback.format_exc()}")
+            return [{"role": "user", "content": query}]
+    @traced
+    def save(self, user_id: str, user_input: str, assistant_response: str):
+        """Save the interaction to Mem0"""
+        try:
+            interaction = [
+                {
+                "role": "user",
+                "content": user_input
+                },
+                {
+                    "role": "assistant",
+                    "content": assistant_response
+                }
+            ]
+            result = mem0.add(interaction, user_id=user_id)
+            current_span().log(metadata={"memory_saved": result, "user_id": user_id})
+            print(f"Memory saved successfully: {len(result.get('results', []))} memories added")
+        except Exception as e:
+            print(f"Error saving interaction: {e}")
+    
\ No newline at end of file
diff --git a/samples/python/agents/a2a_dspy/pyproject.toml b/samples/python/agents/a2a_dspy/pyproject.toml
new file mode 100644
index 000000000..78e0b2c65
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/pyproject.toml
@@ -0,0 +1,15 @@
+[project]
+name = "a2a-dspy"
+version = "0.1.0"
+description = "Add your description here"
+readme = "README.md"
+requires-python = ">=3.13"
+dependencies = [
+    "a2a>=0.44",
+    "a2a-sdk[http-server]>=0.3.19",
+    "braintrust>=0.3.9",
+    "click>=8.1.8",
+    "dspy>=2.6.13",
+    "mem0ai>=0.1.115",
+    "uvicorn>=0.34.0",
+]
diff --git a/samples/python/agents/a2a_dspy/test_client.py b/samples/python/agents/a2a_dspy/test_client.py
new file mode 100644
index 000000000..4c2ab3b6a
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/test_client.py
@@ -0,0 +1,223 @@
+import logging
+
+from typing import Any
+from uuid import uuid4
+
+import httpx
+
+from a2a.client import A2ACardResolver, A2AClient
+from a2a.types import (
+    AgentCard,
+    MessageSendParams,
+    SendMessageRequest,
+    SendStreamingMessageRequest,
+)
+from a2a.utils.constants import (
+    AGENT_CARD_WELL_KNOWN_PATH,
+    EXTENDED_AGENT_CARD_PATH,
+)
+
+
+async def main() -> None:
+    # Configure logging to show INFO level messages
+    logging.basicConfig(level=logging.INFO)
+    logger = logging.getLogger(__name__)  # Get a logger instance
+
+    # --8<-- [start:A2ACardResolver]
+
+    base_url = 'http://localhost:10020'
+    
+    # Each user gets their own isolated memory space
+    ctx_id = str(uuid4())
+    # Create httpx client with authentication headers and no timeout
+    async with httpx.AsyncClient(timeout=None) as httpx_client:
+        # Initialize A2ACardResolver
+        resolver = A2ACardResolver(
+            httpx_client=httpx_client,
+            base_url=base_url,
+            # agent_card_path uses default, extended_agent_card_path also uses default
+        )
+        # --8<-- [end:A2ACardResolver]
+
+        # Fetch Public Agent Card and Initialize Client
+        final_agent_card_to_use: AgentCard | None = None
+
+        try:
+            logger.info(
+                f'Attempting to fetch public agent card from: {base_url}{AGENT_CARD_WELL_KNOWN_PATH}'
+            )
+            _public_card = (
+                await resolver.get_agent_card()
+            )  # Fetches from default public path
+            logger.info('Successfully fetched public agent card:')
+            logger.info(
+                _public_card.model_dump_json(indent=2, exclude_none=True)
+            )
+            final_agent_card_to_use = _public_card
+            logger.info(
+                '\nUsing PUBLIC agent card for client initialization (default).'
+            )
+
+            if _public_card.supports_authenticated_extended_card:
+                try:
+                    logger.info(
+                        '\nPublic card supports authenticated extended card. '
+                        'Attempting to fetch from: '
+                        f'{base_url}{EXTENDED_AGENT_CARD_PATH}'
+                    )
+                    _extended_card = await resolver.get_agent_card(
+                        relative_card_path=EXTENDED_AGENT_CARD_PATH,
+                    )
+                    logger.info(
+                        'Successfully fetched authenticated extended agent card:'
+                    )
+                    logger.info(
+                        _extended_card.model_dump_json(
+                            indent=2, exclude_none=True
+                        )
+                    )
+                    final_agent_card_to_use = (
+                        _extended_card  # Update to use the extended card
+                    )
+                    logger.info(
+                        '\nUsing AUTHENTICATED EXTENDED agent card for client '
+                        'initialization.'
+                    )
+                except Exception as e_extended:
+                    logger.warning(
+                        f'Failed to fetch extended agent card: {e_extended}. '
+                        'Will proceed with public card.',
+                        exc_info=True,
+                    )
+            elif (
+                _public_card
+            ):  # supports_authenticated_extended_card is False or None
+                logger.info(
+                    '\nPublic card does not indicate support for an extended card. Using public card.'
+                )
+
+        except Exception as e:
+            logger.error(
+                f'Critical error fetching public agent card: {e}', exc_info=True
+            )
+            raise RuntimeError(
+                'Failed to fetch the public agent card. Cannot continue.'
+            ) from e
+
+        # --8<-- [start:send_message]
+        client = A2AClient(
+            httpx_client=httpx_client, 
+            agent_card=final_agent_card_to_use
+        )
+
+        # First interaction - tell the agent something to remember
+        send_message_payload: dict[str, Any] = {
+            'message': {
+                'role': 'user',
+                'parts': [
+                    {'kind': 'text', 'text': f'My favorite color is blue and I work as a software engineer. Context ID: {ctx_id}'}
+                ],
+                'message_id': uuid4().hex,
+                'context_id': ctx_id,
+            },
+        }
+        request = SendMessageRequest(
+            id=str(uuid4()), params=MessageSendParams(**send_message_payload)
+        )
+
+        logger.info('\n=== First Message: Sharing personal info ===')
+        response = await client.send_message(request)
+        print(response.model_dump(mode='json', exclude_none=True))
+        
+        # Extract context_id from first response for conversation continuity
+        # Note: We don't reuse task_id since each task is completed and unique
+        if hasattr(response.root, 'error') and response.root.error is not None:
+            logger.error(f'Error from agent: {response.root.error}')
+            raise RuntimeError(f'Agent returned error: {response.root.error}')
+        
+        context_id = response.root.result.context_id
+        # --8<-- [end:send_message]
+
+        # --8<-- [start:Multiturn]
+        # Second interaction - ask about favorite color (tests memory)
+        # Each message gets a new task_id, but shares the same context_id
+        send_message_payload_multiturn: dict[str, Any] = {
+            'message': {
+                'role': 'user',
+                'parts': [
+                    {
+                        'kind': 'text',
+                        'text': 'What is my favorite color?',
+                    }
+                ],
+                'message_id': uuid4().hex,
+                'context_id': context_id,
+            },
+        }
+        request = SendMessageRequest(
+            id=str(uuid4()),
+            params=MessageSendParams(**send_message_payload_multiturn),
+        )
+
+        logger.info('\n=== Second Message: Testing memory recall ===')
+        response = await client.send_message(request)
+        print(response.model_dump(mode='json', exclude_none=True))
+
+        if hasattr(response.root, 'error') and response.root.error is not None:
+            logger.error(f'Error from agent: {response.root.error}')
+            raise RuntimeError(f'Agent returned error: {response.root.error}')
+
+        # Update context_id from second response (should be the same, but verify)
+        context_id = response.root.result.context_id
+
+        # Third interaction - ask about profession (tests memory)
+        # Again, new task but same context
+        second_send_message_payload_multiturn: dict[str, Any] = {
+            'message': {
+                'role': 'user',
+                'parts': [{'kind': 'text', 'text': 'What do I do for work?'}],
+                'message_id': uuid4().hex,
+                'context_id': context_id,
+            },
+        }
+
+        second_request = SendMessageRequest(
+            id=str(uuid4()),
+            params=MessageSendParams(**second_send_message_payload_multiturn),
+        )
+
+        logger.info('\n=== Third Message: Testing memory recall (profession) ===')
+        second_response = await client.send_message(second_request)
+        print(second_response.model_dump(mode='json', exclude_none=True))
+        # --8<-- [end:Multiturn]
+
+        # --8<-- [start:send_message_streaming]
+        # Test streaming with a general question
+        streaming_message_payload: dict[str, Any] = {
+            'message': {
+                'role': 'user',
+                'parts': [
+                    {'kind': 'text', 'text': 'Tell me a fun fact about Python programming.'}
+                ],
+                'message_id': uuid4().hex,
+                'context_id': context_id,
+            },
+        }
+        
+        streaming_request = SendStreamingMessageRequest(
+            id=str(uuid4()), 
+            params=MessageSendParams(**streaming_message_payload)
+        )
+
+        logger.info('\n=== Streaming Message: General question ===')
+        stream_response = client.send_message_streaming(streaming_request)
+
+        async for chunk in stream_response:
+            print(chunk.model_dump(mode='json', exclude_none=True))
+        # --8<-- [end:send_message_streaming]
+
+
+if __name__ == '__main__':
+    import asyncio
+
+    asyncio.run(main())

From eb2236e35bc8775c677273c82f589dff67a58c03 Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 11:17:45 -0300
Subject: [PATCH 02/10] fix(lint): remove unused imports + sort api_keys

---
 samples/python/agents/a2a_dspy/.env.sample |    2 +-
 samples/python/agents/a2a_dspy/README.md   |    5 +-
 samples/python/agents/a2a_dspy/__main__.py |    4 -
 samples/python/agents/a2a_dspy/executor.py |    7 +-
 samples/python/agents/a2a_dspy/logger.py   |    1 -
 samples/python/agents/a2a_dspy/uv.lock     | 2762 ++++++++++++++++++++
 6 files changed, 2768 insertions(+), 13 deletions(-)
 create mode 100644 samples/python/agents/a2a_dspy/uv.lock

diff --git a/samples/python/agents/a2a_dspy/.env.sample b/samples/python/agents/a2a_dspy/.env.sample
index 8fbced02f..e39cec60a 100644
--- a/samples/python/agents/a2a_dspy/.env.sample
+++ b/samples/python/agents/a2a_dspy/.env.sample
@@ -1,3 +1,3 @@
-OPENAI_API_KEY=sk-proj-...
 BRAINTRUST_API_KEY=sk-...
 MEM0_API_KEY=m0-...
+OPENAI_API_KEY=sk-proj-...
diff --git a/samples/python/agents/a2a_dspy/README.md b/samples/python/agents/a2a_dspy/README.md
index de255552b..c0229f16e 100644
--- a/samples/python/agents/a2a_dspy/README.md
+++ b/samples/python/agents/a2a_dspy/README.md
@@ -119,6 +119,9 @@ Visit the Braintrust dashboard to view traces after interacting with the agent.
 
 Important: The sample code provided is for demonstration purposes and illustrates the mechanics of the Agent-to-Agent (A2A) protocol. When building production applications, it is critical to treat any agent operating outside of your direct control as a potentially untrusted entity.
 
-All data received from an external agent—including but not limited to its AgentCard, messages, artifacts, and task statuses—should be handled as untrusted input. For example, a malicious agent could provide an AgentCard containing crafted data in its fields (e.g., description, name, skills.description). If this data is used without sanitization to construct prompts for a Large Language Model (LLM), it could expose your application to prompt injection attacks. Failure to properly validate and sanitize this data before use can introduce security vulnerabilities into your application.
+All data received from an external agent—including but not limited to its AgentCard, messages, artifacts, and task statuses—should be handled as untrusted input.
+For example, a malicious agent could provide an AgentCard containing crafted data in its fields (e.g., description, name, skills.description).
+If this data is used without sanitization to construct prompts for a Large Language Model (LLM), it could expose your application to prompt injection attacks.
+Failure to properly validate and sanitize this data before use can introduce security vulnerabilities into your application.
 
 Developers are responsible for implementing appropriate security measures, such as input validation and secure handling of credentials to protect their systems and users.
diff --git a/samples/python/agents/a2a_dspy/__main__.py b/samples/python/agents/a2a_dspy/__main__.py
index 3865ab275..bde62caa1 100644
--- a/samples/python/agents/a2a_dspy/__main__.py
+++ b/samples/python/agents/a2a_dspy/__main__.py
@@ -1,14 +1,10 @@
 from __future__ import annotations
 
 import logging
-import os
 
 import click
 import uvicorn
-from starlette.middleware import Middleware
 from starlette.middleware.cors import CORSMiddleware
-from starlette.requests import Request
-from starlette.responses import JSONResponse, RedirectResponse
 
 from a2a.server.apps import A2AStarletteApplication
 from a2a.server.request_handlers import DefaultRequestHandler
diff --git a/samples/python/agents/a2a_dspy/executor.py b/samples/python/agents/a2a_dspy/executor.py
index 9da5d846d..cccc41627 100644
--- a/samples/python/agents/a2a_dspy/executor.py
+++ b/samples/python/agents/a2a_dspy/executor.py
@@ -3,22 +3,17 @@
 from a2a.types import (
     InternalError,
     InvalidParamsError,
-    Message,
-    Part,
     Task,
     TaskState,
     TextPart,
     UnsupportedOperationError,
 )
 from a2a.utils import (
-    completed_task,
-    new_artifact,
     new_agent_text_message,
 )
 from a2a.utils.errors import ServerError
 from a2a.server.tasks import TaskUpdater
 
-from uuid import uuid4
 from braintrust import traced, current_span
 
 from memory.mem0 import Mem0Memory
@@ -38,7 +33,7 @@ async def execute(
         context: RequestContext,
         event_queue: EventQueue,
     ) -> None:
-        with logger.start_span() as span:
+        with logger.start_span():
             error = self._validate_request(context)
             if error:
                 raise ServerError(error=InvalidParamsError())
diff --git a/samples/python/agents/a2a_dspy/logger.py b/samples/python/agents/a2a_dspy/logger.py
index aa82f5a4d..c8a106b1e 100644
--- a/samples/python/agents/a2a_dspy/logger.py
+++ b/samples/python/agents/a2a_dspy/logger.py
@@ -4,7 +4,6 @@
 from dotenv import load_dotenv
 
 from braintrust import init_logger, set_masking_function
-from braintrust.wrappers.dspy import BraintrustDSpyCallback
 from braintrust.wrappers.litellm import patch_litellm
 
 patch_litellm()
diff --git a/samples/python/agents/a2a_dspy/uv.lock b/samples/python/agents/a2a_dspy/uv.lock
new file mode 100644
index 000000000..8f8d8c53c
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/uv.lock
@@ -0,0 +1,2762 @@
+version = 1
+revision = 3
+requires-python = ">=3.13"
+
+[[package]]
+name = "a2a"
+version = "0.44"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "scrapy" },
+    { name = "tabulate" },
+]
+sdist = { url = "https://files.pythonhosted.org/packages/fa/4c/502dc34d0ee1f4b5f4bde7339fe91bc79d0f15de497cf6dc26bfb9f66b3a/a2a-0.44.tar.gz", hash = "sha256:16c483f670b4aadc381f53aa1e4922b05ff2b8a1de9b581c1cca2623c2ad6483", size = 2032, upload-time = "2020-08-04T08:10:04.094Z" }
+
+[[package]]
+name = "a2a-dspy"
+version = "0.1.0"
+source = { virtual = "." }
+dependencies = [
+    { name = "a2a" },
+    { name = "a2a-sdk", extra = ["http-server"] },
+    { name = "braintrust" },
+    { name = "click" },
+    { name = "dspy" },
+    { name = "mem0ai" },
+    { name = "uvicorn" },
+]
+
+[package.metadata]
+requires-dist = [
+    { name = "a2a", specifier = ">=0.44" },
+    { name = "a2a-sdk", extras = ["http-server"], specifier = ">=0.3.19" },
+    { name = "braintrust", specifier = ">=0.3.9" },
+    { name = "click", specifier = ">=8.1.8" },
+    { name = "dspy", specifier = ">=2.6.13" },
+    { name = "mem0ai", specifier = ">=0.1.115" },
+    { name = "uvicorn", specifier = ">=0.34.0" },
+]
+
+[[package]]
+name = "a2a-sdk"
+version = "0.3.19"
+source = { registry = "https://pypi.org/simple" }
+dependencies = [
+    { name = "google-api-core" },
+    { name = "httpx" },
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+    { name = "protobuf" },
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+]
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+[[package]]
+name = "zope-interface"
+version = "8.1.1"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/71/c9/5ec8679a04d37c797d343f650c51ad67d178f0001c363e44b6ac5f97a9da/zope_interface-8.1.1.tar.gz", hash = "sha256:51b10e6e8e238d719636a401f44f1e366146912407b58453936b781a19be19ec", size = 254748, upload-time = "2025-11-15T08:32:52.404Z" }
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+    { url = "https://files.pythonhosted.org/packages/4a/e3/32b7cb950c4c4326b3760a8e28e5d6f70ad15f852bfd8f9364b58634f74b/zope_interface-8.1.1-cp313-cp313-macosx_11_0_arm64.whl", hash = "sha256:531fba91dcb97538f70cf4642a19d6574269460274e3f6004bba6fe684449c51", size = 209104, upload-time = "2025-11-15T08:37:02.887Z" },
+    { url = "https://files.pythonhosted.org/packages/a3/3d/c4c68e1752a5f5effa2c1f5eaa4fea4399433c9b058fb7000a34bfb1c447/zope_interface-8.1.1-cp313-cp313-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:fc65f5633d5a9583ee8d88d1f5de6b46cd42c62e47757cfe86be36fb7c8c4c9b", size = 259277, upload-time = "2025-11-15T08:37:04.389Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/5b/cf4437b174af7591ee29bbad728f620cab5f47bd6e9c02f87d59f31a0dda/zope_interface-8.1.1-cp313-cp313-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:efef80ddec4d7d99618ef71bc93b88859248075ca2e1ae1c78636654d3d55533", size = 264742, upload-time = "2025-11-15T08:37:05.613Z" },
+    { url = "https://files.pythonhosted.org/packages/0b/0e/0cf77356862852d3d3e62db9aadae5419a1a7d89bf963b219745283ab5ca/zope_interface-8.1.1-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:49aad83525eca3b4747ef51117d302e891f0042b06f32aa1c7023c62642f962b", size = 264252, upload-time = "2025-11-15T08:37:07.035Z" },
+    { url = "https://files.pythonhosted.org/packages/8a/10/2af54aa88b2fa172d12364116cc40d325fedbb1877c3bb031b0da6052855/zope_interface-8.1.1-cp313-cp313-win_amd64.whl", hash = "sha256:71cf329a21f98cb2bd9077340a589e316ac8a415cac900575a32544b3dffcb98", size = 212330, upload-time = "2025-11-15T08:37:08.14Z" },
+    { url = "https://files.pythonhosted.org/packages/b9/f5/44efbd98ba06cb937fce7a69fcd7a78c4ac7aa4e1ad2125536801376d2d0/zope_interface-8.1.1-cp314-cp314-macosx_10_9_x86_64.whl", hash = "sha256:da311e9d253991ca327601f47c4644d72359bac6950fbb22f971b24cd7850f8c", size = 209099, upload-time = "2025-11-15T08:37:09.395Z" },
+    { url = "https://files.pythonhosted.org/packages/fd/36/a19866c09c8485c36a4c6908e1dd3f8820b41c1ee333c291157cf4cf09e7/zope_interface-8.1.1-cp314-cp314-macosx_11_0_arm64.whl", hash = "sha256:3fb25fca0442c7fb93c4ee40b42e3e033fef2f648730c4b7ae6d43222a3e8946", size = 209240, upload-time = "2025-11-15T08:37:10.687Z" },
+    { url = "https://files.pythonhosted.org/packages/c1/28/0dbf40db772d779a4ac8d006a57ad60936d42ad4769a3d5410dcfb98f6f9/zope_interface-8.1.1-cp314-cp314-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:bac588d0742b4e35efb7c7df1dacc0397b51ed37a17d4169a38019a1cebacf0a", size = 260919, upload-time = "2025-11-15T08:37:11.838Z" },
+    { url = "https://files.pythonhosted.org/packages/72/ae/650cd4c01dd1b32c26c800b2c4d852f044552c34a56fbb74d41f569cee31/zope_interface-8.1.1-cp314-cp314-manylinux1_x86_64.manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:3d1f053d2d5e2b393e619bce1e55954885c2e63969159aa521839e719442db49", size = 264102, upload-time = "2025-11-15T08:37:13.241Z" },
+    { url = "https://files.pythonhosted.org/packages/46/f0/f534a2c34c006aa090c593cd70eaf94e259fd0786f934698d81f0534d907/zope_interface-8.1.1-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:64a1ad7f4cb17d948c6bdc525a1d60c0e567b2526feb4fa38b38f249961306b8", size = 264276, upload-time = "2025-11-15T08:37:14.369Z" },
+    { url = "https://files.pythonhosted.org/packages/5b/a8/d7e9cf03067b767e23908dbab5f6be7735d70cb4818311a248a8c4bb23cc/zope_interface-8.1.1-cp314-cp314-win_amd64.whl", hash = "sha256:169214da1b82b7695d1a36f92d70b11166d66b6b09d03df35d150cc62ac52276", size = 212492, upload-time = "2025-11-15T08:37:15.538Z" },
+]

From 43291b2768af1f60bfae210e1752c5e75f86d889 Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 11:36:10 -0300
Subject: [PATCH 03/10] fix(memory): avoid blocking I/O using async client

---
 samples/python/agents/a2a_dspy/executor.py    |  4 ++--
 samples/python/agents/a2a_dspy/memory/base.py |  4 ++--
 samples/python/agents/a2a_dspy/memory/mem0.py | 23 +++++++++----------
 3 files changed, 15 insertions(+), 16 deletions(-)

diff --git a/samples/python/agents/a2a_dspy/executor.py b/samples/python/agents/a2a_dspy/executor.py
index cccc41627..2400082d9 100644
--- a/samples/python/agents/a2a_dspy/executor.py
+++ b/samples/python/agents/a2a_dspy/executor.py
@@ -46,10 +46,10 @@ async def execute(
 
             query = context.get_user_input()
             try:
-                ctx = self.memory.retrieve(query=query, user_id=context.context_id)
+                ctx = await self.memory.retrieve(query=query, user_id=context.context_id)
                 result = self.agent(question=str(query), ctx=ctx)
                 current_span().log(input=query, output=result.answer)
-                self.memory.save(user_id=context.context_id, user_input=query, assistant_response=result.answer)
+                await self.memory.save(user_id=context.context_id, user_input=query, assistant_response=result.answer)
             except Exception as e:
                 current_span().log(error=e)
                 raise ServerError(error=InternalError()) from e
diff --git a/samples/python/agents/a2a_dspy/memory/base.py b/samples/python/agents/a2a_dspy/memory/base.py
index 394d03620..5fe93212c 100644
--- a/samples/python/agents/a2a_dspy/memory/base.py
+++ b/samples/python/agents/a2a_dspy/memory/base.py
@@ -4,9 +4,9 @@
 
 class Memory(BaseModel):
     @abstractmethod
-    def save(self, user_id: str, user_input: str, assistant_response: str):
+    async def save(self, user_id: str, user_input: str, assistant_response: str):
         pass
 
     @abstractmethod
-    def retrieve(self, query: str, user_id: str) -> List[Dict]:
+    async def retrieve(self, query: str, user_id: str) -> List[Dict]:
         pass
diff --git a/samples/python/agents/a2a_dspy/memory/mem0.py b/samples/python/agents/a2a_dspy/memory/mem0.py
index ffc932403..de725562d 100644
--- a/samples/python/agents/a2a_dspy/memory/mem0.py
+++ b/samples/python/agents/a2a_dspy/memory/mem0.py
@@ -1,25 +1,25 @@
 from dotenv import load_dotenv
 from typing import List, Dict
 import traceback
+import asyncio
 import os
 
-from mem0 import MemoryClient
+from mem0 import AsyncMemoryClient
 from braintrust import current_span, traced
 
 from memory.base import Memory
 
 load_dotenv()
 
-mem0 = MemoryClient(api_key=os.getenv("MEM0_API_KEY"))
+mem0 = AsyncMemoryClient(api_key=os.getenv("MEM0_API_KEY"))
 
 class Mem0Memory(Memory):
     @traced
-    def retrieve(self, query: str, user_id: str) -> List[Dict]:
+    async def retrieve(self, query: str, user_id: str) -> List[Dict]:
         """Retrieve relevant context from Mem0"""
         try:
-            memories = mem0.search(query=query,  user_id=user_id)
-            memory_list = memories
-            serialized_memories = ' '.join([mem["memory"] for mem in memory_list])
+            memories = await mem0.search(query=query, user_id=user_id)
+            serialized_memories = ' '.join([mem["memory"] for mem in memories])
             context = [
                 {
                     "role": "system", 
@@ -33,10 +33,11 @@ def retrieve(self, query: str, user_id: str) -> List[Dict]:
             current_span().log(metadata={"memory_retrieved": context, "query": query, "user_id": user_id})
             return context
         except Exception as e:
-            print(f"Error retrieving memories: {e} at {traceback.format_exc()}")
+            current_span().log(metadata={"error": e, "traceback": traceback.format_exc()})
             return [{"role": "user", "content": query}]
+
     @traced
-    def save(self, user_id: str, user_input: str, assistant_response: str):
+    async def save(self, user_id: str, user_input: str, assistant_response: str):
         """Save the interaction to Mem0"""
         try:
             interaction = [
@@ -49,9 +50,7 @@ def save(self, user_id: str, user_input: str, assistant_response: str):
                     "content": assistant_response
                 }
             ]
-            result = mem0.add(interaction, user_id=user_id)
+            result = await mem0.add(interaction, user_id=user_id)
             current_span().log(metadata={"memory_saved": result, "user_id": user_id})
-            print(f"Memory saved successfully: {len(result.get('results', []))} memories added")
         except Exception as e:
-            print(f"Error saving interaction: {e}")
-    
\ No newline at end of file
+            current_span().log(metadata={"error": e})

From fe37c4eddc056be2be60ac6a7fce0cf7c60a1188 Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 11:41:58 -0300
Subject: [PATCH 04/10] fix(editor config): chatset check issue

---
 samples/python/agents/a2a_dspy/README.md      | 2 +-
 samples/python/agents/a2a_dspy/pyproject.toml | 3 ++-
 2 files changed, 3 insertions(+), 2 deletions(-)

diff --git a/samples/python/agents/a2a_dspy/README.md b/samples/python/agents/a2a_dspy/README.md
index c0229f16e..914365f2d 100644
--- a/samples/python/agents/a2a_dspy/README.md
+++ b/samples/python/agents/a2a_dspy/README.md
@@ -22,7 +22,7 @@ This sample demonstrates an Agent-to-Agent (A2A) server built using [DSPy](https
 
 ## Prerequisites
 
-* Python 3.10+
+* Python 3.13
 * OpenAI API Key
 * Mem0 API Key
 * Braintrust API Key (optional, for observability)
diff --git a/samples/python/agents/a2a_dspy/pyproject.toml b/samples/python/agents/a2a_dspy/pyproject.toml
index 78e0b2c65..b9b707fc3 100644
--- a/samples/python/agents/a2a_dspy/pyproject.toml
+++ b/samples/python/agents/a2a_dspy/pyproject.toml
@@ -1,7 +1,8 @@
 [project]
 name = "a2a-dspy"
 version = "0.1.0"
-description = "Add your description here"
+authors = ["Arthur Jacobina <email27arthur@gmail.com>"]
+description = "dspy a2a simple example"
 readme = "README.md"
 requires-python = ">=3.13"
 dependencies = [

From 9d4c24ba16d25fc139c40cbbbad2e26576ff9981 Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 11:45:39 -0300
Subject: [PATCH 05/10] fix(dangerous): change editor config

---
 .editorconfig                                 | 7 ++++++-
 samples/python/agents/a2a_dspy/memory/mem0.py | 1 -
 2 files changed, 6 insertions(+), 2 deletions(-)

diff --git a/.editorconfig b/.editorconfig
index 3050c14ed..d41738e5d 100644
--- a/.editorconfig
+++ b/.editorconfig
@@ -1,5 +1,10 @@
 root = true
 
+[*]
+charset = utf-8
+end_of_line = lf
+insert_final_newline = true
+
 [*.{kt,kts}]
 charset = utf-8
 end_of_line = lf
@@ -33,4 +38,4 @@ ktlint_standard_try-catch-finally-spacing = enabled
 ktlint_standard_backing-property-naming = disabled
 
 [**/build/**/*]
-ktlint = disabled
\ No newline at end of file
+ktlint = disabled
diff --git a/samples/python/agents/a2a_dspy/memory/mem0.py b/samples/python/agents/a2a_dspy/memory/mem0.py
index de725562d..bd45b1446 100644
--- a/samples/python/agents/a2a_dspy/memory/mem0.py
+++ b/samples/python/agents/a2a_dspy/memory/mem0.py
@@ -1,7 +1,6 @@
 from dotenv import load_dotenv
 from typing import List, Dict
 import traceback
-import asyncio
 import os
 
 from mem0 import AsyncMemoryClient

From b066adbc4f8c112db2754f749caaa439c137096c Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 11:53:21 -0300
Subject: [PATCH 06/10] fix(ruff): run ruff check --fix

---
 samples/python/agents/a2a_dspy/__main__.py    | 14 +++---
 .../agents/a2a_dspy/agents/dspy_example.py    | 20 ++++----
 samples/python/agents/a2a_dspy/executor.py    |  9 ++--
 samples/python/agents/a2a_dspy/logger.py      | 16 +++----
 samples/python/agents/a2a_dspy/memory/base.py | 11 +++--
 samples/python/agents/a2a_dspy/memory/mem0.py | 47 +++++++++----------
 samples/python/agents/a2a_dspy/pyproject.toml |  2 +-
 samples/python/agents/a2a_dspy/test_client.py | 12 ++---
 samples/python/agents/a2a_dspy/uv.lock        | 28 +++++++++++
 9 files changed, 93 insertions(+), 66 deletions(-)

diff --git a/samples/python/agents/a2a_dspy/__main__.py b/samples/python/agents/a2a_dspy/__main__.py
index bde62caa1..de20b6926 100644
--- a/samples/python/agents/a2a_dspy/__main__.py
+++ b/samples/python/agents/a2a_dspy/__main__.py
@@ -4,13 +4,13 @@
 
 import click
 import uvicorn
-from starlette.middleware.cors import CORSMiddleware
 
 from a2a.server.apps import A2AStarletteApplication
 from a2a.server.request_handlers import DefaultRequestHandler
 from a2a.server.tasks import InMemoryTaskStore
 from a2a.types import AgentCapabilities, AgentCard, AgentSkill
 from executor import DspyAgentExecutor
+from starlette.middleware.cors import CORSMiddleware
 
 
 logger = logging.getLogger(__name__)
@@ -19,7 +19,7 @@
 @click.command()
 @click.option('--host', 'host', default='localhost')
 @click.option('--port', 'port', default=10020)
-def main(host: str, port: int):
+def main(host: str, port: int) -> None:
     """A2A DSPy Sample Server with Bearer Token Authentication."""
     skill = AgentSkill(
         id='dspy_agent',
@@ -50,14 +50,14 @@ def main(host: str, port: int):
 
     server = A2AStarletteApplication(agent_card, request_handler)
     starlette_app = server.build()
-    
+
     starlette_app.add_middleware(
         CORSMiddleware,
-        allow_origins=["*"],
-        allow_methods=["*"],
-        allow_headers=["*"],
+        allow_origins=['*'],
+        allow_methods=['*'],
+        allow_headers=['*'],
     )
-    
+
     uvicorn.run(starlette_app, host=host, port=port)
 
 
diff --git a/samples/python/agents/a2a_dspy/agents/dspy_example.py b/samples/python/agents/a2a_dspy/agents/dspy_example.py
index fa5f988d3..b5a359a00 100644
--- a/samples/python/agents/a2a_dspy/agents/dspy_example.py
+++ b/samples/python/agents/a2a_dspy/agents/dspy_example.py
@@ -1,24 +1,22 @@
-import dspy
 import os
-from typing import List, Dict
 
-from dotenv import load_dotenv
+import dspy
 
 from braintrust.wrappers.dspy import BraintrustDSpyCallback
+from dotenv import load_dotenv
+
 
 load_dotenv()
 
-lm = dspy.LM(model="gpt-4o-mini", api_key=os.getenv("OPENAI_API_KEY"))
+lm = dspy.LM(model='gpt-4o-mini', api_key=os.getenv('OPENAI_API_KEY'))
 dspy.configure(lm=lm, callbacks=[BraintrustDSpyCallback()])
 
 class AgentSignature(dspy.Signature):
-    """
-    You are a helpful assistant that can answer any question
-    """
-    question: str = dspy.InputField(description="The question to answer")
-    ctx: List[Dict] = dspy.InputField(description="The context to use for the question")
-    answer: str = dspy.OutputField(description="The answer to the question")
-    completed_task: bool = dspy.OutputField(description="Whether the task is complete or need more input")
+    """You are a helpful assistant that can answer any question."""
+    question: str = dspy.InputField(description='The question to answer')
+    ctx: list[dict] = dspy.InputField(description='The context to use for the question')
+    answer: str = dspy.OutputField(description='The answer to the question')
+    completed_task: bool = dspy.OutputField(description='Whether the task is complete or need more input')
 
 agent = dspy.ChainOfThought(signature=AgentSignature)
 
diff --git a/samples/python/agents/a2a_dspy/executor.py b/samples/python/agents/a2a_dspy/executor.py
index 2400082d9..4a8be28df 100644
--- a/samples/python/agents/a2a_dspy/executor.py
+++ b/samples/python/agents/a2a_dspy/executor.py
@@ -1,5 +1,6 @@
 from a2a.server.agent_execution import AgentExecutor, RequestContext
 from a2a.server.events import EventQueue
+from a2a.server.tasks import TaskUpdater
 from a2a.types import (
     InternalError,
     InvalidParamsError,
@@ -12,13 +13,11 @@
     new_agent_text_message,
 )
 from a2a.utils.errors import ServerError
-from a2a.server.tasks import TaskUpdater
-
-from braintrust import traced, current_span
-
-from memory.mem0 import Mem0Memory
 from agents.dspy_example import agent
+from braintrust import current_span, traced
 from logger import logger
+from memory.mem0 import Mem0Memory
+
 
 class DspyAgentExecutor(AgentExecutor):
     """Memory-aware DSPy AgentExecutor with per-user context."""
diff --git a/samples/python/agents/a2a_dspy/logger.py b/samples/python/agents/a2a_dspy/logger.py
index c8a106b1e..18baf3f98 100644
--- a/samples/python/agents/a2a_dspy/logger.py
+++ b/samples/python/agents/a2a_dspy/logger.py
@@ -1,10 +1,10 @@
 import os
 import re
 
-from dotenv import load_dotenv
-
 from braintrust import init_logger, set_masking_function
 from braintrust.wrappers.litellm import patch_litellm
+from dotenv import load_dotenv
+
 
 patch_litellm()
 
@@ -12,22 +12,22 @@
 
 def mask_sensitive_data(data):
     if isinstance(data, str):
-        return re.sub(r"\b(api[_-]?key|password|token)[\s:=]+\S+", r"\1: [REDACTED]", data, flags=re.IGNORECASE)
+        return re.sub(r'\b(api[_-]?key|password|token)[\s:=]+\S+', r'\1: [REDACTED]', data, flags=re.IGNORECASE)
 
-    elif isinstance(data, dict):
+    if isinstance(data, dict):
         masked = {}
         for key, value in data.items():
-            if re.match(r"^(api[_-]?key|password|secret|token|auth|credential)$", key, re.IGNORECASE):
-                masked[key] = "[REDACTED]"
+            if re.match(r'^(api[_-]?key|password|secret|token|auth|credential)$', key, re.IGNORECASE):
+                masked[key] = '[REDACTED]'
             else:
                 masked[key] = mask_sensitive_data(value)
         return masked
 
-    elif isinstance(data, list):
+    if isinstance(data, list):
         return [mask_sensitive_data(item) for item in data]
 
     return data
 
 set_masking_function(mask_sensitive_data)
 
-logger = init_logger(project="My Project", api_key=os.getenv("BRAINTRUST_API_KEY"))
+logger = init_logger(project='My Project', api_key=os.getenv('BRAINTRUST_API_KEY'))
diff --git a/samples/python/agents/a2a_dspy/memory/base.py b/samples/python/agents/a2a_dspy/memory/base.py
index 5fe93212c..a1a66c8b2 100644
--- a/samples/python/agents/a2a_dspy/memory/base.py
+++ b/samples/python/agents/a2a_dspy/memory/base.py
@@ -1,12 +1,15 @@
-from pydantic import BaseModel
 from abc import abstractmethod
-from typing import List, Dict
+from typing import Any
+
+from pydantic import BaseModel
+
 
 class Memory(BaseModel):
+    """Base class for memory."""
     @abstractmethod
-    async def save(self, user_id: str, user_input: str, assistant_response: str):
+    async def save(self, user_id: str, user_input: str, assistant_response: str) -> Any:
         pass
 
     @abstractmethod
-    async def retrieve(self, query: str, user_id: str) -> List[Dict]:
+    async def retrieve(self, query: str, user_id: str) -> list[dict]:
         pass
diff --git a/samples/python/agents/a2a_dspy/memory/mem0.py b/samples/python/agents/a2a_dspy/memory/mem0.py
index bd45b1446..81e30766e 100644
--- a/samples/python/agents/a2a_dspy/memory/mem0.py
+++ b/samples/python/agents/a2a_dspy/memory/mem0.py
@@ -1,55 +1,54 @@
-from dotenv import load_dotenv
-from typing import List, Dict
-import traceback
 import os
+import traceback
 
-from mem0 import AsyncMemoryClient
 from braintrust import current_span, traced
-
+from dotenv import load_dotenv
+from mem0 import AsyncMemoryClient
 from memory.base import Memory
 
+
 load_dotenv()
 
-mem0 = AsyncMemoryClient(api_key=os.getenv("MEM0_API_KEY"))
+mem0 = AsyncMemoryClient(api_key=os.getenv('MEM0_API_KEY'))
 
 class Mem0Memory(Memory):
     @traced
-    async def retrieve(self, query: str, user_id: str) -> List[Dict]:
-        """Retrieve relevant context from Mem0"""
+    async def retrieve(self, query: str, user_id: str) -> list[dict]:
+        """Retrieve relevant context from Mem0."""
         try:
             memories = await mem0.search(query=query, user_id=user_id)
-            serialized_memories = ' '.join([mem["memory"] for mem in memories])
+            serialized_memories = ' '.join([mem['memory'] for mem in memories])
             context = [
                 {
-                    "role": "system", 
-                    "content": f"Relevant information: {serialized_memories}"
+                    'role': 'system',
+                    'content': f'Relevant information: {serialized_memories}'
                 },
                 {
-                    "role": "user",
-                    "content": query
+                    'role': 'user',
+                    'content': query
                 }
             ]
-            current_span().log(metadata={"memory_retrieved": context, "query": query, "user_id": user_id})
+            current_span().log(metadata={'memory_retrieved': context, 'query': query, 'user_id': user_id})
             return context
         except Exception as e:
-            current_span().log(metadata={"error": e, "traceback": traceback.format_exc()})
-            return [{"role": "user", "content": query}]
+            current_span().log(metadata={'error': e, 'traceback': traceback.format_exc()})
+            return [{'role': 'user', 'content': query}]
 
     @traced
-    async def save(self, user_id: str, user_input: str, assistant_response: str):
-        """Save the interaction to Mem0"""
+    async def save(self, user_id: str, user_input: str, assistant_response: str) -> None:
+        """Save the interaction to Mem0."""
         try:
             interaction = [
                 {
-                "role": "user",
-                "content": user_input
+                'role': 'user',
+                'content': user_input
                 },
                 {
-                    "role": "assistant",
-                    "content": assistant_response
+                    'role': 'assistant',
+                    'content': assistant_response
                 }
             ]
             result = await mem0.add(interaction, user_id=user_id)
-            current_span().log(metadata={"memory_saved": result, "user_id": user_id})
+            current_span().log(metadata={'memory_saved': result, 'user_id': user_id})
         except Exception as e:
-            current_span().log(metadata={"error": e})
+            current_span().log(metadata={'error': e})
diff --git a/samples/python/agents/a2a_dspy/pyproject.toml b/samples/python/agents/a2a_dspy/pyproject.toml
index b9b707fc3..d382c0192 100644
--- a/samples/python/agents/a2a_dspy/pyproject.toml
+++ b/samples/python/agents/a2a_dspy/pyproject.toml
@@ -1,7 +1,6 @@
 [project]
 name = "a2a-dspy"
 version = "0.1.0"
-authors = ["Arthur Jacobina <email27arthur@gmail.com>"]
 description = "dspy a2a simple example"
 readme = "README.md"
 requires-python = ">=3.13"
@@ -12,5 +11,6 @@ dependencies = [
     "click>=8.1.8",
     "dspy>=2.6.13",
     "mem0ai>=0.1.115",
+    "ruff>=0.14.7",
     "uvicorn>=0.34.0",
 ]
diff --git a/samples/python/agents/a2a_dspy/test_client.py b/samples/python/agents/a2a_dspy/test_client.py
index 4c2ab3b6a..518273cdd 100644
--- a/samples/python/agents/a2a_dspy/test_client.py
+++ b/samples/python/agents/a2a_dspy/test_client.py
@@ -26,7 +26,7 @@ async def main() -> None:
     # --8<-- [start:A2ACardResolver]
 
     base_url = 'http://localhost:10020'
-    
+
     # Each user gets their own isolated memory space
     ctx_id = str(uuid4())
     # Create httpx client with authentication headers and no timeout
@@ -106,7 +106,7 @@ async def main() -> None:
 
         # --8<-- [start:send_message]
         client = A2AClient(
-            httpx_client=httpx_client, 
+            httpx_client=httpx_client,
             agent_card=final_agent_card_to_use
         )
 
@@ -128,13 +128,13 @@ async def main() -> None:
         logger.info('\n=== First Message: Sharing personal info ===')
         response = await client.send_message(request)
         print(response.model_dump(mode='json', exclude_none=True))
-        
+
         # Extract context_id from first response for conversation continuity
         # Note: We don't reuse task_id since each task is completed and unique
         if hasattr(response.root, 'error') and response.root.error is not None:
             logger.error(f'Error from agent: {response.root.error}')
             raise RuntimeError(f'Agent returned error: {response.root.error}')
-        
+
         context_id = response.root.result.context_id
         # --8<-- [end:send_message]
 
@@ -203,9 +203,9 @@ async def main() -> None:
                 'context_id': context_id,
             },
         }
-        
+
         streaming_request = SendStreamingMessageRequest(
-            id=str(uuid4()), 
+            id=str(uuid4()),
             params=MessageSendParams(**streaming_message_payload)
         )
 
diff --git a/samples/python/agents/a2a_dspy/uv.lock b/samples/python/agents/a2a_dspy/uv.lock
index 8f8d8c53c..0e3dd90aa 100644
--- a/samples/python/agents/a2a_dspy/uv.lock
+++ b/samples/python/agents/a2a_dspy/uv.lock
@@ -23,6 +23,7 @@ dependencies = [
     { name = "click" },
     { name = "dspy" },
     { name = "mem0ai" },
+    { name = "ruff" },
     { name = "uvicorn" },
 ]
 
@@ -34,6 +35,7 @@ requires-dist = [
     { name = "click", specifier = ">=8.1.8" },
     { name = "dspy", specifier = ">=2.6.13" },
     { name = "mem0ai", specifier = ">=0.1.115" },
+    { name = "ruff", specifier = ">=0.14.7" },
     { name = "uvicorn", specifier = ">=0.34.0" },
 ]
 
@@ -2193,6 +2195,32 @@ wheels = [
     { url = "https://files.pythonhosted.org/packages/64/8d/0133e4eb4beed9e425d9a98ed6e081a55d195481b7632472be1af08d2f6b/rsa-4.9.1-py3-none-any.whl", hash = "sha256:68635866661c6836b8d39430f97a996acbd61bfa49406748ea243539fe239762", size = 34696, upload-time = "2025-04-16T09:51:17.142Z" },
 ]
 
+[[package]]
+name = "ruff"
+version = "0.14.7"
+source = { registry = "https://pypi.org/simple" }
+sdist = { url = "https://files.pythonhosted.org/packages/b7/5b/dd7406afa6c95e3d8fa9d652b6d6dd17dd4a6bf63cb477014e8ccd3dcd46/ruff-0.14.7.tar.gz", hash = "sha256:3417deb75d23bd14a722b57b0a1435561db65f0ad97435b4cf9f85ffcef34ae5", size = 5727324, upload-time = "2025-11-28T20:55:10.525Z" }
+wheels = [
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+    { url = "https://files.pythonhosted.org/packages/af/19/fddb4cd532299db9cdaf0efdc20f5c573ce9952a11cb532d3b859d6d9871/ruff-0.14.7-py3-none-macosx_10_12_x86_64.whl", hash = "sha256:3f64fe375aefaf36ca7d7250292141e39b4cea8250427482ae779a2aa5d90015", size = 13634613, upload-time = "2025-11-28T20:55:17.54Z" },
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+    { url = "https://files.pythonhosted.org/packages/f1/05/0b001f734fe550bcfde4ce845948ac620ff908ab7241a39a1b39bb3c5f49/ruff-0.14.7-py3-none-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:3838948e3facc59a6070795de2ae16e5786861850f78d5914a03f12659e88f94", size = 13236412, upload-time = "2025-11-28T20:55:28.602Z" },
+    { url = "https://files.pythonhosted.org/packages/11/36/8ed15d243f011b4e5da75cd56d6131c6766f55334d14ba31cce5461f28aa/ruff-0.14.7-py3-none-manylinux_2_17_armv7l.manylinux2014_armv7l.whl", hash = "sha256:24c8487194d38b6d71cd0fd17a5b6715cda29f59baca1defe1e3a03240f851d1", size = 13182949, upload-time = "2025-11-28T20:55:33.265Z" },
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+    { url = "https://files.pythonhosted.org/packages/a8/d7/2f1c32af54c3b46e7fadbf8006d8b9bcfbea535c316b0bd8813d6fb25e5d/ruff-0.14.7-py3-none-manylinux_2_17_s390x.manylinux2014_s390x.whl", hash = "sha256:f53accc02ed2d200fa621593cdb3c1ae06aa9b2c3cae70bc96f72f0000ae97a9", size = 14284549, upload-time = "2025-11-28T20:55:06.08Z" },
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+]
+
 [[package]]
 name = "scrapy"
 version = "2.13.4"

From 59bf2e50d0c58d3e9dabfd72f536addae48a9394 Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 12:04:38 -0300
Subject: [PATCH 07/10] fix(memory): return on else block

---
 samples/python/agents/a2a_dspy/.ruff.toml     | 144 +++++++++++
 samples/python/agents/a2a_dspy/__init__.py    |   0
 .../python/agents/a2a_dspy/agents/__init__.py |   0
 samples/python/agents/a2a_dspy/executor.py    |   5 +-
 samples/python/agents/a2a_dspy/logger.py      |   5 +-
 .../python/agents/a2a_dspy/memory/__init__.py |   0
 samples/python/agents/a2a_dspy/memory/mem0.py |  11 +-
 .../agents/a2a_dspy/{__main__.py => run.py}   |   3 +-
 samples/python/agents/a2a_dspy/test_client.py | 223 ------------------
 9 files changed, 161 insertions(+), 230 deletions(-)
 create mode 100644 samples/python/agents/a2a_dspy/.ruff.toml
 create mode 100644 samples/python/agents/a2a_dspy/__init__.py
 create mode 100644 samples/python/agents/a2a_dspy/agents/__init__.py
 create mode 100644 samples/python/agents/a2a_dspy/memory/__init__.py
 rename samples/python/agents/a2a_dspy/{__main__.py => run.py} (99%)

diff --git a/samples/python/agents/a2a_dspy/.ruff.toml b/samples/python/agents/a2a_dspy/.ruff.toml
new file mode 100644
index 000000000..19c0476ae
--- /dev/null
+++ b/samples/python/agents/a2a_dspy/.ruff.toml
@@ -0,0 +1,144 @@
+#################################################################################
+#
+# Ruff linter and code formatter for A2A
+#
+# This file follows the standards in Google Python Style Guide
+# https://google.github.io/styleguide/pyguide.html
+#
+
+line-length = 80 # Google Style Guide §3.2: 80 columns
+indent-width = 4 # Google Style Guide §3.4: 4 spaces
+
+target-version = "py310" # Minimum Python version
+
+[lint]
+ignore = [
+    "COM812", # Trailing comma missing.
+    "FBT001", # Boolean positional arg in function definition
+    "FBT002", # Boolean default value in function definition
+    "D203",   # 1 blank line required before class docstring (Google: 0)
+    "D213",   # Multi-line docstring summary should start at the second line (Google: first line)
+    "D100",   # Ignore Missing docstring in public module (often desired at top level __init__.py)
+    "D104",   # Ignore Missing docstring in public package (often desired at top level __init__.py)
+    "D107",   # Ignore Missing docstring in __init__ (use class docstring)
+    "TD002",  # Ignore Missing author in TODOs (often not required)
+    "TD003",  # Ignore Missing issue link in TODOs (often not required/available)
+    "T201",   # Ignore print presence
+    "RUF012", # Ignore Mutable class attributes should be annotated with `typing.ClassVar`
+    "UP007",  # Do not upgrade `Optional[T]` to `T | None` (PEP 604 syntax)
+    "E501",   # Ignore line length (handled by Ruff's dynamic line length)
+    "ANN002",
+    "ANN003",
+    "ANN401",
+    "E402",
+]
+
+select = [
+    "E",  # pycodestyle errors (PEP 8)
+    "W",  # pycodestyle warnings (PEP 8)
+    "F",  # Pyflakes (logical errors, unused imports/variables)
+    "I",  # isort (import sorting - Google Style §3.1.2)
+    "D",  # pydocstyle (docstring conventions - Google Style §3.8)
+    "N",  # pep8-naming (naming conventions - Google Style §3.16)
+    "UP", # pyupgrade (use modern Python syntax)
+    "ANN",# flake8-annotations (type hint usage/style - Google Style §2.22)
+    "A",  # flake8-builtins (avoid shadowing builtins)
+    "B",  # flake8-bugbear (potential logic errors & style issues - incl. mutable defaults B006, B008)
+    "C4", # flake8-comprehensions (unnecessary list/set/dict comprehensions)
+    "ISC",# flake8-implicit-str-concat (disallow implicit string concatenation across lines)
+    "T20",# flake8-print (discourage `print` - prefer logging)
+    "SIM",# flake8-simplify (simplify code, e.g., `if cond: return True else: return False`)
+    "PTH",# flake8-use-pathlib (use pathlib instead of os.path where possible)
+    "PL", # Pylint rules ported to Ruff (PLC, PLE, PLR, PLW)
+    "PIE",# flake8-pie (misc code improvements, e.g., no-unnecessary-pass)
+    "RUF",# Ruff-specific rules (e.g., RUF001-003 ambiguous unicode, RUF013 implicit optional)
+    "RET",# flake8-return (consistency in return statements)
+    "SLF",# flake8-self (check for private member access via `self`)
+    "TID",# flake8-tidy-imports (relative imports, banned imports - configure if needed)
+    "YTT",# flake8-boolean-trap (checks for boolean positional arguments, truthiness tests - Google Style §3.10)
+    "TD", # flake8-todos (check TODO format - Google Style §3.7)
+    "TCH",# flake8-type-checking (helps manage TYPE_CHECKING blocks and imports)
+    "PYI",# flake8-pyi (best practices for .pyi stub files, some rules are useful for .py too)
+    "S",  # flake8-bandit (security issues)
+    "DTZ",# flake8-datetimez (timezone-aware datetimes)
+    "ERA",# flake8-eradicate (commented-out code)
+    "Q",  # flake8-quotes (quote style consistency)
+    "RSE",# flake8-raise (modern raise statements)
+    "TRY",# tryceratops (exception handling best practices)
+    "PERF",# perflint (performance anti-patterns)
+    "BLE",
+    "T10",
+    "ICN",
+    "G",
+    "FIX",
+    "ASYNC",
+    "INP",
+]
+
+exclude = [
+    ".bzr",
+    ".direnv",
+    ".eggs",
+    ".git",
+    ".hg",
+    ".mypy_cache",
+    ".nox",
+    ".pants.d",
+    ".pytype",
+    ".ruff_cache",
+    ".svn",
+    ".tox",
+    ".venv",
+    "__pypackages__",
+    "_build",
+    "buck-out",
+    "build",
+    "dist",
+    "node_modules",
+    "venv",
+    "*/migrations/*",
+]
+
+[lint.isort]
+#force-sort-within-sections = true
+#combine-as-imports = true
+case-sensitive = true
+#force-single-line = false
+#known-first-party = []
+#known-third-party = []
+lines-after-imports = 2
+lines-between-types = 1
+#no-lines-before = ["LOCALFOLDER"]
+#required-imports = []
+#section-order = ["future", "standard-library", "third-party", "first-party", "local-folder"]
+
+[lint.pydocstyle]
+convention = "google"
+ignore-decorators = ["typing.overload", "abc.abstractmethod"]
+
+[lint.flake8-annotations]
+mypy-init-return = true
+allow-star-arg-any = false
+
+[lint.pep8-naming]
+ignore-names = ["test_*", "setUp", "tearDown", "mock_*"]
+classmethod-decorators = ["classmethod", "pydantic.validator", "pydantic.root_validator"]
+staticmethod-decorators = ["staticmethod"]
+
+[lint.flake8-tidy-imports]
+ban-relative-imports = "all" # Google generally prefers absolute imports (§3.1.2)
+
+[lint.flake8-quotes]
+docstring-quotes = "double"
+inline-quotes = "single"
+
+[lint.per-file-ignores]
+"__init__.py" = ["F401", "D", "ANN"]  # Ignore unused imports in __init__.py
+"*_test.py" = ["D", "ANN"]  # Ignore docstring and annotation issues in test files
+"test_*.py" = ["D", "ANN"]  # Ignore docstring and annotation issues in test files
+
+[format]
+docstring-code-format = true
+docstring-code-line-length = "dynamic" # Or set to 80
+quote-style = "single"
+indent-style = "space"
diff --git a/samples/python/agents/a2a_dspy/__init__.py b/samples/python/agents/a2a_dspy/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/samples/python/agents/a2a_dspy/agents/__init__.py b/samples/python/agents/a2a_dspy/agents/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/samples/python/agents/a2a_dspy/executor.py b/samples/python/agents/a2a_dspy/executor.py
index 4a8be28df..ef1641f88 100644
--- a/samples/python/agents/a2a_dspy/executor.py
+++ b/samples/python/agents/a2a_dspy/executor.py
@@ -13,8 +13,9 @@
     new_agent_text_message,
 )
 from a2a.utils.errors import ServerError
-from agents.dspy_example import agent
 from braintrust import current_span, traced
+
+from agents.dspy_example import agent
 from logger import logger
 from memory.mem0 import Mem0Memory
 
@@ -32,6 +33,7 @@ async def execute(
         context: RequestContext,
         event_queue: EventQueue,
     ) -> None:
+        """Execute the task."""
         with logger.start_span():
             error = self._validate_request(context)
             if error:
@@ -67,6 +69,7 @@ async def execute(
     async def cancel(
         self, request: RequestContext, event_queue: EventQueue
     ) -> Task | None:
+        """Cancel the task."""
         raise ServerError(error=UnsupportedOperationError())
 
     def _validate_request(self, context: RequestContext) -> bool:
diff --git a/samples/python/agents/a2a_dspy/logger.py b/samples/python/agents/a2a_dspy/logger.py
index 18baf3f98..ebd94da72 100644
--- a/samples/python/agents/a2a_dspy/logger.py
+++ b/samples/python/agents/a2a_dspy/logger.py
@@ -1,6 +1,8 @@
 import os
 import re
 
+from typing import Any
+
 from braintrust import init_logger, set_masking_function
 from braintrust.wrappers.litellm import patch_litellm
 from dotenv import load_dotenv
@@ -10,7 +12,8 @@
 
 load_dotenv()
 
-def mask_sensitive_data(data):
+def mask_sensitive_data(data: Any) -> Any:
+    """Mask sensitive data."""
     if isinstance(data, str):
         return re.sub(r'\b(api[_-]?key|password|token)[\s:=]+\S+', r'\1: [REDACTED]', data, flags=re.IGNORECASE)
 
diff --git a/samples/python/agents/a2a_dspy/memory/__init__.py b/samples/python/agents/a2a_dspy/memory/__init__.py
new file mode 100644
index 000000000..e69de29bb
diff --git a/samples/python/agents/a2a_dspy/memory/mem0.py b/samples/python/agents/a2a_dspy/memory/mem0.py
index 81e30766e..2cdf300fd 100644
--- a/samples/python/agents/a2a_dspy/memory/mem0.py
+++ b/samples/python/agents/a2a_dspy/memory/mem0.py
@@ -4,6 +4,7 @@
 from braintrust import current_span, traced
 from dotenv import load_dotenv
 from mem0 import AsyncMemoryClient
+
 from memory.base import Memory
 
 
@@ -12,6 +13,7 @@
 mem0 = AsyncMemoryClient(api_key=os.getenv('MEM0_API_KEY'))
 
 class Mem0Memory(Memory):
+    """Mem0 memory implementation."""
     @traced
     async def retrieve(self, query: str, user_id: str) -> list[dict]:
         """Retrieve relevant context from Mem0."""
@@ -29,10 +31,11 @@ async def retrieve(self, query: str, user_id: str) -> list[dict]:
                 }
             ]
             current_span().log(metadata={'memory_retrieved': context, 'query': query, 'user_id': user_id})
-            return context
-        except Exception as e:
+        except Exception as e:  # noqa: BLE001
             current_span().log(metadata={'error': e, 'traceback': traceback.format_exc()})
             return [{'role': 'user', 'content': query}]
+        else:
+            return context
 
     @traced
     async def save(self, user_id: str, user_input: str, assistant_response: str) -> None:
@@ -50,5 +53,5 @@ async def save(self, user_id: str, user_input: str, assistant_response: str) ->
             ]
             result = await mem0.add(interaction, user_id=user_id)
             current_span().log(metadata={'memory_saved': result, 'user_id': user_id})
-        except Exception as e:
-            current_span().log(metadata={'error': e})
+        except Exception as e:  # noqa: BLE001
+            current_span().log(metadata={'error': e, 'traceback': traceback.format_exc()})
diff --git a/samples/python/agents/a2a_dspy/__main__.py b/samples/python/agents/a2a_dspy/run.py
similarity index 99%
rename from samples/python/agents/a2a_dspy/__main__.py
rename to samples/python/agents/a2a_dspy/run.py
index de20b6926..e916633ae 100644
--- a/samples/python/agents/a2a_dspy/__main__.py
+++ b/samples/python/agents/a2a_dspy/run.py
@@ -9,9 +9,10 @@
 from a2a.server.request_handlers import DefaultRequestHandler
 from a2a.server.tasks import InMemoryTaskStore
 from a2a.types import AgentCapabilities, AgentCard, AgentSkill
-from executor import DspyAgentExecutor
 from starlette.middleware.cors import CORSMiddleware
 
+from executor import DspyAgentExecutor
+
 
 logger = logging.getLogger(__name__)
 logging.basicConfig()
diff --git a/samples/python/agents/a2a_dspy/test_client.py b/samples/python/agents/a2a_dspy/test_client.py
index 518273cdd..e69de29bb 100644
--- a/samples/python/agents/a2a_dspy/test_client.py
+++ b/samples/python/agents/a2a_dspy/test_client.py
@@ -1,223 +0,0 @@
-import logging
-
-from typing import Any
-from uuid import uuid4
-
-import httpx
-
-from a2a.client import A2ACardResolver, A2AClient
-from a2a.types import (
-    AgentCard,
-    MessageSendParams,
-    SendMessageRequest,
-    SendStreamingMessageRequest,
-)
-from a2a.utils.constants import (
-    AGENT_CARD_WELL_KNOWN_PATH,
-    EXTENDED_AGENT_CARD_PATH,
-)
-
-
-async def main() -> None:
-    # Configure logging to show INFO level messages
-    logging.basicConfig(level=logging.INFO)
-    logger = logging.getLogger(__name__)  # Get a logger instance
-
-    # --8<-- [start:A2ACardResolver]
-
-    base_url = 'http://localhost:10020'
-
-    # Each user gets their own isolated memory space
-    ctx_id = str(uuid4())
-    # Create httpx client with authentication headers and no timeout
-    async with httpx.AsyncClient(timeout=None) as httpx_client:
-        # Initialize A2ACardResolver
-        resolver = A2ACardResolver(
-            httpx_client=httpx_client,
-            base_url=base_url,
-            # agent_card_path uses default, extended_agent_card_path also uses default
-        )
-        # --8<-- [end:A2ACardResolver]
-
-        # Fetch Public Agent Card and Initialize Client
-        final_agent_card_to_use: AgentCard | None = None
-
-        try:
-            logger.info(
-                f'Attempting to fetch public agent card from: {base_url}{AGENT_CARD_WELL_KNOWN_PATH}'
-            )
-            _public_card = (
-                await resolver.get_agent_card()
-            )  # Fetches from default public path
-            logger.info('Successfully fetched public agent card:')
-            logger.info(
-                _public_card.model_dump_json(indent=2, exclude_none=True)
-            )
-            final_agent_card_to_use = _public_card
-            logger.info(
-                '\nUsing PUBLIC agent card for client initialization (default).'
-            )
-
-            if _public_card.supports_authenticated_extended_card:
-                try:
-                    logger.info(
-                        '\nPublic card supports authenticated extended card. '
-                        'Attempting to fetch from: '
-                        f'{base_url}{EXTENDED_AGENT_CARD_PATH}'
-                    )
-                    _extended_card = await resolver.get_agent_card(
-                        relative_card_path=EXTENDED_AGENT_CARD_PATH,
-                    )
-                    logger.info(
-                        'Successfully fetched authenticated extended agent card:'
-                    )
-                    logger.info(
-                        _extended_card.model_dump_json(
-                            indent=2, exclude_none=True
-                        )
-                    )
-                    final_agent_card_to_use = (
-                        _extended_card  # Update to use the extended card
-                    )
-                    logger.info(
-                        '\nUsing AUTHENTICATED EXTENDED agent card for client '
-                        'initialization.'
-                    )
-                except Exception as e_extended:
-                    logger.warning(
-                        f'Failed to fetch extended agent card: {e_extended}. '
-                        'Will proceed with public card.',
-                        exc_info=True,
-                    )
-            elif (
-                _public_card
-            ):  # supports_authenticated_extended_card is False or None
-                logger.info(
-                    '\nPublic card does not indicate support for an extended card. Using public card.'
-                )
-
-        except Exception as e:
-            logger.error(
-                f'Critical error fetching public agent card: {e}', exc_info=True
-            )
-            raise RuntimeError(
-                'Failed to fetch the public agent card. Cannot continue.'
-            ) from e
-
-        # --8<-- [start:send_message]
-        client = A2AClient(
-            httpx_client=httpx_client,
-            agent_card=final_agent_card_to_use
-        )
-
-        # First interaction - tell the agent something to remember
-        send_message_payload: dict[str, Any] = {
-            'message': {
-                'role': 'user',
-                'parts': [
-                    {'kind': 'text', 'text': f'My favorite color is blue and I work as a software engineer. Context ID: {ctx_id}'}
-                ],
-                'message_id': uuid4().hex,
-                'context_id': ctx_id,
-            },
-        }
-        request = SendMessageRequest(
-            id=str(uuid4()), params=MessageSendParams(**send_message_payload)
-        )
-
-        logger.info('\n=== First Message: Sharing personal info ===')
-        response = await client.send_message(request)
-        print(response.model_dump(mode='json', exclude_none=True))
-
-        # Extract context_id from first response for conversation continuity
-        # Note: We don't reuse task_id since each task is completed and unique
-        if hasattr(response.root, 'error') and response.root.error is not None:
-            logger.error(f'Error from agent: {response.root.error}')
-            raise RuntimeError(f'Agent returned error: {response.root.error}')
-
-        context_id = response.root.result.context_id
-        # --8<-- [end:send_message]
-
-        # --8<-- [start:Multiturn]
-        # Second interaction - ask about favorite color (tests memory)
-        # Each message gets a new task_id, but shares the same context_id
-        send_message_payload_multiturn: dict[str, Any] = {
-            'message': {
-                'role': 'user',
-                'parts': [
-                    {
-                        'kind': 'text',
-                        'text': 'What is my favorite color?',
-                    }
-                ],
-                'message_id': uuid4().hex,
-                'context_id': context_id,
-            },
-        }
-        request = SendMessageRequest(
-            id=str(uuid4()),
-            params=MessageSendParams(**send_message_payload_multiturn),
-        )
-
-        logger.info('\n=== Second Message: Testing memory recall ===')
-        response = await client.send_message(request)
-        print(response.model_dump(mode='json', exclude_none=True))
-
-        if hasattr(response.root, 'error') and response.root.error is not None:
-            logger.error(f'Error from agent: {response.root.error}')
-            raise RuntimeError(f'Agent returned error: {response.root.error}')
-
-        # Update context_id from second response (should be the same, but verify)
-        context_id = response.root.result.context_id
-
-        # Third interaction - ask about profession (tests memory)
-        # Again, new task but same context
-        second_send_message_payload_multiturn: dict[str, Any] = {
-            'message': {
-                'role': 'user',
-                'parts': [{'kind': 'text', 'text': 'What do I do for work?'}],
-                'message_id': uuid4().hex,
-                'context_id': context_id,
-            },
-        }
-
-        second_request = SendMessageRequest(
-            id=str(uuid4()),
-            params=MessageSendParams(**second_send_message_payload_multiturn),
-        )
-
-        logger.info('\n=== Third Message: Testing memory recall (profession) ===')
-        second_response = await client.send_message(second_request)
-        print(second_response.model_dump(mode='json', exclude_none=True))
-        # --8<-- [end:Multiturn]
-
-        # --8<-- [start:send_message_streaming]
-        # Test streaming with a general question
-        streaming_message_payload: dict[str, Any] = {
-            'message': {
-                'role': 'user',
-                'parts': [
-                    {'kind': 'text', 'text': 'Tell me a fun fact about Python programming.'}
-                ],
-                'message_id': uuid4().hex,
-                'context_id': context_id,
-            },
-        }
-
-        streaming_request = SendStreamingMessageRequest(
-            id=str(uuid4()),
-            params=MessageSendParams(**streaming_message_payload)
-        )
-
-        logger.info('\n=== Streaming Message: General question ===')
-        stream_response = client.send_message_streaming(streaming_request)
-
-        async for chunk in stream_response:
-            print(chunk.model_dump(mode='json', exclude_none=True))
-        # --8<-- [end:send_message_streaming]
-
-
-if __name__ == '__main__':
-    import asyncio
-
-    asyncio.run(main())

From 015bc8494201560f797e7ef0efa7b29338353a0f Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 13:30:19 -0300
Subject: [PATCH 08/10] fix(memory): BaseModel -> ABC

---
 samples/python/agents/a2a_dspy/.ruff.toml     | 2 +-
 samples/python/agents/a2a_dspy/memory/base.py | 6 ++----
 2 files changed, 3 insertions(+), 5 deletions(-)

diff --git a/samples/python/agents/a2a_dspy/.ruff.toml b/samples/python/agents/a2a_dspy/.ruff.toml
index 19c0476ae..49c3bbfbc 100644
--- a/samples/python/agents/a2a_dspy/.ruff.toml
+++ b/samples/python/agents/a2a_dspy/.ruff.toml
@@ -9,7 +9,7 @@
 line-length = 80 # Google Style Guide §3.2: 80 columns
 indent-width = 4 # Google Style Guide §3.4: 4 spaces
 
-target-version = "py310" # Minimum Python version
+target-version = "py313" # Minimum Python version
 
 [lint]
 ignore = [
diff --git a/samples/python/agents/a2a_dspy/memory/base.py b/samples/python/agents/a2a_dspy/memory/base.py
index a1a66c8b2..0051c468a 100644
--- a/samples/python/agents/a2a_dspy/memory/base.py
+++ b/samples/python/agents/a2a_dspy/memory/base.py
@@ -1,10 +1,8 @@
-from abc import abstractmethod
+from abc import ABC, abstractmethod
 from typing import Any
 
-from pydantic import BaseModel
 
-
-class Memory(BaseModel):
+class Memory(ABC):
     """Base class for memory."""
     @abstractmethod
     async def save(self, user_id: str, user_input: str, assistant_response: str) -> Any:

From c3a2d046c66ff09e679856a5bb686efa83580d6a Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 14:03:38 -0300
Subject: [PATCH 09/10] fix(lint): lint all remaining files

---
 .../agents/a2a_dspy/agents/dspy_example.py    | 13 ++++--
 samples/python/agents/a2a_dspy/executor.py    | 18 ++++++--
 samples/python/agents/a2a_dspy/logger.py      | 19 ++++++--
 samples/python/agents/a2a_dspy/memory/base.py |  5 ++-
 samples/python/agents/a2a_dspy/memory/mem0.py | 43 +++++++++++--------
 samples/python/agents/a2a_dspy/run.py         |  1 +
 6 files changed, 69 insertions(+), 30 deletions(-)

diff --git a/samples/python/agents/a2a_dspy/agents/dspy_example.py b/samples/python/agents/a2a_dspy/agents/dspy_example.py
index b5a359a00..345f646b8 100644
--- a/samples/python/agents/a2a_dspy/agents/dspy_example.py
+++ b/samples/python/agents/a2a_dspy/agents/dspy_example.py
@@ -11,13 +11,18 @@
 lm = dspy.LM(model='gpt-4o-mini', api_key=os.getenv('OPENAI_API_KEY'))
 dspy.configure(lm=lm, callbacks=[BraintrustDSpyCallback()])
 
+
 class AgentSignature(dspy.Signature):
     """You are a helpful assistant that can answer any question."""
+
     question: str = dspy.InputField(description='The question to answer')
-    ctx: list[dict] = dspy.InputField(description='The context to use for the question')
+    ctx: list[dict] = dspy.InputField(
+        description='The context to use for the question'
+    )
     answer: str = dspy.OutputField(description='The answer to the question')
-    completed_task: bool = dspy.OutputField(description='Whether the task is complete or need more input')
-
-agent = dspy.ChainOfThought(signature=AgentSignature)
+    completed_task: bool = dspy.OutputField(
+        description='Whether the task is complete or need more input'
+    )
 
 
+agent = dspy.ChainOfThought(signature=AgentSignature)
diff --git a/samples/python/agents/a2a_dspy/executor.py b/samples/python/agents/a2a_dspy/executor.py
index ef1641f88..dedd99470 100644
--- a/samples/python/agents/a2a_dspy/executor.py
+++ b/samples/python/agents/a2a_dspy/executor.py
@@ -39,7 +39,9 @@ async def execute(
             if error:
                 raise ServerError(error=InvalidParamsError())
 
-            updater = TaskUpdater(event_queue, context.task_id, context.context_id)
+            updater = TaskUpdater(
+                event_queue, context.task_id, context.context_id
+            )
             if not context.current_task:
                 await updater.submit()
 
@@ -47,10 +49,16 @@ async def execute(
 
             query = context.get_user_input()
             try:
-                ctx = await self.memory.retrieve(query=query, user_id=context.context_id)
+                ctx = await self.memory.retrieve(
+                    query=query, user_id=context.context_id
+                )
                 result = self.agent(question=str(query), ctx=ctx)
                 current_span().log(input=query, output=result.answer)
-                await self.memory.save(user_id=context.context_id, user_input=query, assistant_response=result.answer)
+                await self.memory.save(
+                    user_id=context.context_id,
+                    user_input=query,
+                    assistant_response=result.answer,
+                )
             except Exception as e:
                 current_span().log(error=e)
                 raise ServerError(error=InternalError()) from e
@@ -63,7 +71,9 @@ async def execute(
             else:
                 await updater.update_status(
                     TaskState.input_required,
-                    message=new_agent_text_message(result.answer, context.context_id, context.task_id),
+                    message=new_agent_text_message(
+                        result.answer, context.context_id, context.task_id
+                    ),
                 )
 
     async def cancel(
diff --git a/samples/python/agents/a2a_dspy/logger.py b/samples/python/agents/a2a_dspy/logger.py
index ebd94da72..b45c9237c 100644
--- a/samples/python/agents/a2a_dspy/logger.py
+++ b/samples/python/agents/a2a_dspy/logger.py
@@ -12,15 +12,25 @@
 
 load_dotenv()
 
+
 def mask_sensitive_data(data: Any) -> Any:
     """Mask sensitive data."""
     if isinstance(data, str):
-        return re.sub(r'\b(api[_-]?key|password|token)[\s:=]+\S+', r'\1: [REDACTED]', data, flags=re.IGNORECASE)
+        return re.sub(
+            r'\b(api[_-]?key|password|token)[\s:=]+\S+',
+            r'\1: [REDACTED]',
+            data,
+            flags=re.IGNORECASE,
+        )
 
     if isinstance(data, dict):
         masked = {}
         for key, value in data.items():
-            if re.match(r'^(api[_-]?key|password|secret|token|auth|credential)$', key, re.IGNORECASE):
+            if re.match(
+                r'^(api[_-]?key|password|secret|token|auth|credential)$',
+                key,
+                re.IGNORECASE,
+            ):
                 masked[key] = '[REDACTED]'
             else:
                 masked[key] = mask_sensitive_data(value)
@@ -31,6 +41,9 @@ def mask_sensitive_data(data: Any) -> Any:
 
     return data
 
+
 set_masking_function(mask_sensitive_data)
 
-logger = init_logger(project='My Project', api_key=os.getenv('BRAINTRUST_API_KEY'))
+logger = init_logger(
+    project='My Project', api_key=os.getenv('BRAINTRUST_API_KEY')
+)
diff --git a/samples/python/agents/a2a_dspy/memory/base.py b/samples/python/agents/a2a_dspy/memory/base.py
index 0051c468a..3588e948f 100644
--- a/samples/python/agents/a2a_dspy/memory/base.py
+++ b/samples/python/agents/a2a_dspy/memory/base.py
@@ -4,8 +4,11 @@
 
 class Memory(ABC):
     """Base class for memory."""
+
     @abstractmethod
-    async def save(self, user_id: str, user_input: str, assistant_response: str) -> Any:
+    async def save(
+        self, user_id: str, user_input: str, assistant_response: str
+    ) -> Any:
         pass
 
     @abstractmethod
diff --git a/samples/python/agents/a2a_dspy/memory/mem0.py b/samples/python/agents/a2a_dspy/memory/mem0.py
index 2cdf300fd..5c2d2c799 100644
--- a/samples/python/agents/a2a_dspy/memory/mem0.py
+++ b/samples/python/agents/a2a_dspy/memory/mem0.py
@@ -12,8 +12,10 @@
 
 mem0 = AsyncMemoryClient(api_key=os.getenv('MEM0_API_KEY'))
 
+
 class Mem0Memory(Memory):
     """Mem0 memory implementation."""
+
     @traced
     async def retrieve(self, query: str, user_id: str) -> list[dict]:
         """Retrieve relevant context from Mem0."""
@@ -23,35 +25,40 @@ async def retrieve(self, query: str, user_id: str) -> list[dict]:
             context = [
                 {
                     'role': 'system',
-                    'content': f'Relevant information: {serialized_memories}'
+                    'content': f'Relevant information: {serialized_memories}',
                 },
-                {
-                    'role': 'user',
-                    'content': query
-                }
+                {'role': 'user', 'content': query},
             ]
-            current_span().log(metadata={'memory_retrieved': context, 'query': query, 'user_id': user_id})
+            current_span().log(
+                metadata={
+                    'memory_retrieved': context,
+                    'query': query,
+                    'user_id': user_id,
+                }
+            )
         except Exception as e:  # noqa: BLE001
-            current_span().log(metadata={'error': e, 'traceback': traceback.format_exc()})
+            current_span().log(
+                metadata={'error': e, 'traceback': traceback.format_exc()}
+            )
             return [{'role': 'user', 'content': query}]
         else:
             return context
 
     @traced
-    async def save(self, user_id: str, user_input: str, assistant_response: str) -> None:
+    async def save(
+        self, user_id: str, user_input: str, assistant_response: str
+    ) -> None:
         """Save the interaction to Mem0."""
         try:
             interaction = [
-                {
-                'role': 'user',
-                'content': user_input
-                },
-                {
-                    'role': 'assistant',
-                    'content': assistant_response
-                }
+                {'role': 'user', 'content': user_input},
+                {'role': 'assistant', 'content': assistant_response},
             ]
             result = await mem0.add(interaction, user_id=user_id)
-            current_span().log(metadata={'memory_saved': result, 'user_id': user_id})
+            current_span().log(
+                metadata={'memory_saved': result, 'user_id': user_id}
+            )
         except Exception as e:  # noqa: BLE001
-            current_span().log(metadata={'error': e, 'traceback': traceback.format_exc()})
+            current_span().log(
+                metadata={'error': e, 'traceback': traceback.format_exc()}
+            )
diff --git a/samples/python/agents/a2a_dspy/run.py b/samples/python/agents/a2a_dspy/run.py
index e916633ae..9290aaca0 100644
--- a/samples/python/agents/a2a_dspy/run.py
+++ b/samples/python/agents/a2a_dspy/run.py
@@ -17,6 +17,7 @@
 logger = logging.getLogger(__name__)
 logging.basicConfig()
 
+
 @click.command()
 @click.option('--host', 'host', default='localhost')
 @click.option('--port', 'port', default=10020)

From 60847bfced3414ad42941976ecb1dadb50323943 Mon Sep 17 00:00:00 2001
From: Arthur-Jacobina <email27arthur@gmail.com>
Date: Mon, 1 Dec 2025 14:14:19 -0300
Subject: [PATCH 10/10] fix(lint): remove conflicting local .ruff.toml to use
 root config

---
 samples/python/agents/a2a_dspy/.ruff.toml | 144 ----------------------
 1 file changed, 144 deletions(-)
 delete mode 100644 samples/python/agents/a2a_dspy/.ruff.toml

diff --git a/samples/python/agents/a2a_dspy/.ruff.toml b/samples/python/agents/a2a_dspy/.ruff.toml
deleted file mode 100644
index 49c3bbfbc..000000000
--- a/samples/python/agents/a2a_dspy/.ruff.toml
+++ /dev/null
@@ -1,144 +0,0 @@
-#################################################################################
-#
-# Ruff linter and code formatter for A2A
-#
-# This file follows the standards in Google Python Style Guide
-# https://google.github.io/styleguide/pyguide.html
-#
-
-line-length = 80 # Google Style Guide §3.2: 80 columns
-indent-width = 4 # Google Style Guide §3.4: 4 spaces
-
-target-version = "py313" # Minimum Python version
-
-[lint]
-ignore = [
-    "COM812", # Trailing comma missing.
-    "FBT001", # Boolean positional arg in function definition
-    "FBT002", # Boolean default value in function definition
-    "D203",   # 1 blank line required before class docstring (Google: 0)
-    "D213",   # Multi-line docstring summary should start at the second line (Google: first line)
-    "D100",   # Ignore Missing docstring in public module (often desired at top level __init__.py)
-    "D104",   # Ignore Missing docstring in public package (often desired at top level __init__.py)
-    "D107",   # Ignore Missing docstring in __init__ (use class docstring)
-    "TD002",  # Ignore Missing author in TODOs (often not required)
-    "TD003",  # Ignore Missing issue link in TODOs (often not required/available)
-    "T201",   # Ignore print presence
-    "RUF012", # Ignore Mutable class attributes should be annotated with `typing.ClassVar`
-    "UP007",  # Do not upgrade `Optional[T]` to `T | None` (PEP 604 syntax)
-    "E501",   # Ignore line length (handled by Ruff's dynamic line length)
-    "ANN002",
-    "ANN003",
-    "ANN401",
-    "E402",
-]
-
-select = [
-    "E",  # pycodestyle errors (PEP 8)
-    "W",  # pycodestyle warnings (PEP 8)
-    "F",  # Pyflakes (logical errors, unused imports/variables)
-    "I",  # isort (import sorting - Google Style §3.1.2)
-    "D",  # pydocstyle (docstring conventions - Google Style §3.8)
-    "N",  # pep8-naming (naming conventions - Google Style §3.16)
-    "UP", # pyupgrade (use modern Python syntax)
-    "ANN",# flake8-annotations (type hint usage/style - Google Style §2.22)
-    "A",  # flake8-builtins (avoid shadowing builtins)
-    "B",  # flake8-bugbear (potential logic errors & style issues - incl. mutable defaults B006, B008)
-    "C4", # flake8-comprehensions (unnecessary list/set/dict comprehensions)
-    "ISC",# flake8-implicit-str-concat (disallow implicit string concatenation across lines)
-    "T20",# flake8-print (discourage `print` - prefer logging)
-    "SIM",# flake8-simplify (simplify code, e.g., `if cond: return True else: return False`)
-    "PTH",# flake8-use-pathlib (use pathlib instead of os.path where possible)
-    "PL", # Pylint rules ported to Ruff (PLC, PLE, PLR, PLW)
-    "PIE",# flake8-pie (misc code improvements, e.g., no-unnecessary-pass)
-    "RUF",# Ruff-specific rules (e.g., RUF001-003 ambiguous unicode, RUF013 implicit optional)
-    "RET",# flake8-return (consistency in return statements)
-    "SLF",# flake8-self (check for private member access via `self`)
-    "TID",# flake8-tidy-imports (relative imports, banned imports - configure if needed)
-    "YTT",# flake8-boolean-trap (checks for boolean positional arguments, truthiness tests - Google Style §3.10)
-    "TD", # flake8-todos (check TODO format - Google Style §3.7)
-    "TCH",# flake8-type-checking (helps manage TYPE_CHECKING blocks and imports)
-    "PYI",# flake8-pyi (best practices for .pyi stub files, some rules are useful for .py too)
-    "S",  # flake8-bandit (security issues)
-    "DTZ",# flake8-datetimez (timezone-aware datetimes)
-    "ERA",# flake8-eradicate (commented-out code)
-    "Q",  # flake8-quotes (quote style consistency)
-    "RSE",# flake8-raise (modern raise statements)
-    "TRY",# tryceratops (exception handling best practices)
-    "PERF",# perflint (performance anti-patterns)
-    "BLE",
-    "T10",
-    "ICN",
-    "G",
-    "FIX",
-    "ASYNC",
-    "INP",
-]
-
-exclude = [
-    ".bzr",
-    ".direnv",
-    ".eggs",
-    ".git",
-    ".hg",
-    ".mypy_cache",
-    ".nox",
-    ".pants.d",
-    ".pytype",
-    ".ruff_cache",
-    ".svn",
-    ".tox",
-    ".venv",
-    "__pypackages__",
-    "_build",
-    "buck-out",
-    "build",
-    "dist",
-    "node_modules",
-    "venv",
-    "*/migrations/*",
-]
-
-[lint.isort]
-#force-sort-within-sections = true
-#combine-as-imports = true
-case-sensitive = true
-#force-single-line = false
-#known-first-party = []
-#known-third-party = []
-lines-after-imports = 2
-lines-between-types = 1
-#no-lines-before = ["LOCALFOLDER"]
-#required-imports = []
-#section-order = ["future", "standard-library", "third-party", "first-party", "local-folder"]
-
-[lint.pydocstyle]
-convention = "google"
-ignore-decorators = ["typing.overload", "abc.abstractmethod"]
-
-[lint.flake8-annotations]
-mypy-init-return = true
-allow-star-arg-any = false
-
-[lint.pep8-naming]
-ignore-names = ["test_*", "setUp", "tearDown", "mock_*"]
-classmethod-decorators = ["classmethod", "pydantic.validator", "pydantic.root_validator"]
-staticmethod-decorators = ["staticmethod"]
-
-[lint.flake8-tidy-imports]
-ban-relative-imports = "all" # Google generally prefers absolute imports (§3.1.2)
-
-[lint.flake8-quotes]
-docstring-quotes = "double"
-inline-quotes = "single"
-
-[lint.per-file-ignores]
-"__init__.py" = ["F401", "D", "ANN"]  # Ignore unused imports in __init__.py
-"*_test.py" = ["D", "ANN"]  # Ignore docstring and annotation issues in test files
-"test_*.py" = ["D", "ANN"]  # Ignore docstring and annotation issues in test files
-
-[format]
-docstring-code-format = true
-docstring-code-line-length = "dynamic" # Or set to 80
-quote-style = "single"
-indent-style = "space"