From b0523296c8fb4ca634b5a1dfb9bc4534c845687e Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Sun, 7 Dec 2025 14:43:39 +0530
Subject: [PATCH 01/26] Add basic evaluation example script

---
 examples/basic_evaluation.py | 45 ++++++++++++++++++++++++++++++++++++
 1 file changed, 45 insertions(+)
 create mode 100644 examples/basic_evaluation.py

diff --git a/examples/basic_evaluation.py b/examples/basic_evaluation.py
new file mode 100644
index 0000000..e5c06d7
--- /dev/null
+++ b/examples/basic_evaluation.py
@@ -0,0 +1,45 @@
+"""
+Basic Evaluation Example for AgentUnit
+--------------------------------------
+
+This script demonstrates how to run a minimal evaluation using
+AgentUnit with a FakeAdapter. It is designed for beginners and does
+not require any extra dependencies.
+"""
+
+from agentunit.core.evaluator import Evaluator
+from agentunit.core.adapters import BaseAdapter
+
+
+class FakeAdapter(BaseAdapter):
+    """
+    A simple mock adapter used only for demonstration.
+    It returns a predictable output so evaluation is easy to understand.
+    """
+
+    def generate(self, prompt: str) -> str:
+        # Always returns the same answer for simplicity
+        return "Hello, this is a fake response!"
+
+
+def main():
+    # Step 1 — Prepare the adapter
+    adapter = FakeAdapter()
+
+    # Step 2 — Create the evaluator
+    evaluator = Evaluator(adapter=adapter)
+
+    # Step 3 — Prepare an example prompt
+    prompt = "Say hello!"
+
+    # Step 4 — Run the evaluation
+    result = evaluator.evaluate(prompt)
+
+    # Step 5 — Print the output
+    print("Prompt:", prompt)
+    print("Model Output:", result.output)
+    print("Evaluation Score:", result.score)
+
+
+if __name__ == "__main__":
+    main()

From dd2f4feeed6b9ddf968cd25fccc7cbdea345e0d7 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 8 Dec 2025 15:37:23 +0530
Subject: [PATCH 02/26] Fix typos and improve clarity in docstrings across core
 modules

---
 src/agentunit/core/__init__.py   |  4 +++-
 src/agentunit/core/exceptions.py | 16 ++++++++++++----
 src/agentunit/core/replay.py     |  8 ++++++--
 src/agentunit/core/runner.py     |  4 +++-
 src/agentunit/core/scenario.py   | 16 ++++++++++++----
 src/agentunit/core/trace.py      | 12 +++++++++---
 6 files changed, 45 insertions(+), 15 deletions(-)

diff --git a/src/agentunit/core/__init__.py b/src/agentunit/core/__init__.py
index 952bcb5..757d228 100644
--- a/src/agentunit/core/__init__.py
+++ b/src/agentunit/core/__init__.py
@@ -1,4 +1,6 @@
-"""Core components for AgentUnit."""
+"""
+Core components for AgentUnit.
+"""
 
 from agentunit.datasets.base import DatasetCase, DatasetSource
 from agentunit.reporting.results import ScenarioResult
diff --git a/src/agentunit/core/exceptions.py b/src/agentunit/core/exceptions.py
index 03326f2..2a1d159 100644
--- a/src/agentunit/core/exceptions.py
+++ b/src/agentunit/core/exceptions.py
@@ -1,15 +1,23 @@
-"""Custom exceptions for AgentUnit."""
+"""
+Custom exceptions for AgentUnit.
+"""
 
 from __future__ import annotations
 
 
 class AgentUnitError(Exception):
-    """Base class for AgentUnit exceptions."""
+    """
+    Base class for AgentUnit exceptions.
+    """
 
 
 class AdapterNotAvailableError(AgentUnitError):
-    """Raised when an adapter cannot be initialized due to missing dependencies."""
+    """
+    Raised when an adapter cannot be initialized due to missing dependencies.
+    """
 
 
 class ScenarioExecutionError(AgentUnitError):
-    """Raised when a scenario fails during execution."""
+    """
+    Raised when a scenario fails during execution.
+    """
diff --git a/src/agentunit/core/replay.py b/src/agentunit/core/replay.py
index af78380..f0e2b5f 100644
--- a/src/agentunit/core/replay.py
+++ b/src/agentunit/core/replay.py
@@ -1,4 +1,6 @@
-"""Replay utilities leveraging stored traces."""
+"""
+Replay utilities leveraging stored traces.
+"""
 
 from __future__ import annotations
 
@@ -8,7 +10,9 @@
 
 
 def load_traces(traces_dir: str | Path) -> list[TraceLog]:
-    """Load stored traces from disk for deterministic replay or analysis."""
+    """
+    Load stored traces from disk for deterministic replay or analysis.
+    """
 
     path = Path(traces_dir)
     logs: list[TraceLog] = []
diff --git a/src/agentunit/core/runner.py b/src/agentunit/core/runner.py
index bcbd66c..143921b 100644
--- a/src/agentunit/core/runner.py
+++ b/src/agentunit/core/runner.py
@@ -1,4 +1,6 @@
-"""Scenario runner orchestration."""
+"""
+Scenario runner orchestration.
+"""
 
 from __future__ import annotations
 
diff --git a/src/agentunit/core/scenario.py b/src/agentunit/core/scenario.py
index f0b0d86..70bba2a 100644
--- a/src/agentunit/core/scenario.py
+++ b/src/agentunit/core/scenario.py
@@ -1,4 +1,6 @@
-"""Scenario definition API exposed to end users."""
+"""
+Scenario definition API exposed to end users.
+"""
 
 from __future__ import annotations
 
@@ -19,7 +21,9 @@
 
 @dataclass(slots=True)
 class Scenario:
-    """Defines a reproducible agent evaluation scenario."""
+    """
+    Defines a reproducible agent evaluation scenario.
+    """
 
     name: str
     adapter: BaseAdapter
@@ -75,7 +79,9 @@ def from_crewai(
         name: str | None = None,
         **options: object,
     ) -> Scenario:
-        """Create scenario from CrewAI crew."""
+        """
+        Create scenario from CrewAI crew.
+        """
         from agentunit.adapters.crewai import CrewAIAdapter
 
         adapter = CrewAIAdapter.from_crew(crew, **options)
@@ -91,7 +97,9 @@ def from_autogen(
         name: str | None = None,
         **options: object,
     ) -> Scenario:
-        """Create scenario from AutoGen orchestrator."""
+        """
+        Create scenario from AutoGen orchestrator.
+        """
         from agentunit.adapters.autogen import AutoGenAdapter
 
         adapter = AutoGenAdapter(orchestrator=orchestrator, **options)
diff --git a/src/agentunit/core/trace.py b/src/agentunit/core/trace.py
index 52f1afc..59d0978 100644
--- a/src/agentunit/core/trace.py
+++ b/src/agentunit/core/trace.py
@@ -1,4 +1,6 @@
-"""Tracing utilities shared between adapters and the runner."""
+"""
+Tracing utilities shared between adapters and the runner.
+"""
 
 from __future__ import annotations
 
@@ -11,7 +13,9 @@
 
 @dataclass(slots=True)
 class TraceEvent:
-    """Represents a single prompt, tool call, or response in an agent run."""
+    """
+    Represents a single prompt, tool call, or response in an agent run.
+    """
 
     type: str
     payload: dict[str, Any]
@@ -20,7 +24,9 @@ class TraceEvent:
 
 @dataclass(slots=True)
 class TraceLog:
-    """A collection of chronological events for a scenario iteration."""
+    """
+    A collection of chronological events for a scenario iteration.
+    """
 
     events: list[TraceEvent] = field(default_factory=list)
 

From 80b0706d4ec6be984702f2b29f1116c04d3508e9 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Sun, 14 Dec 2025 19:59:28 +0530
Subject: [PATCH 03/26] Add Google-style docstrings to BaseAdapter methods

---
 examples/basic_evaluation.py   |  2 +-
 src/agentunit/adapters/base.py | 34 +++++++++++++++++++++++++++++++---
 2 files changed, 32 insertions(+), 4 deletions(-)

diff --git a/examples/basic_evaluation.py b/examples/basic_evaluation.py
index e5c06d7..ac40b84 100644
--- a/examples/basic_evaluation.py
+++ b/examples/basic_evaluation.py
@@ -7,8 +7,8 @@
 not require any extra dependencies.
 """
 
-from agentunit.core.evaluator import Evaluator
 from agentunit.core.adapters import BaseAdapter
+from agentunit.core.evaluator import Evaluator
 
 
 class FakeAdapter(BaseAdapter):
diff --git a/src/agentunit/adapters/base.py b/src/agentunit/adapters/base.py
index f17fb10..5bd975b 100644
--- a/src/agentunit/adapters/base.py
+++ b/src/agentunit/adapters/base.py
@@ -32,14 +32,42 @@ class BaseAdapter(abc.ABC):
 
     @abc.abstractmethod
     def prepare(self) -> None:
-        """Perform any lazy setup (loading graphs, flows, etc.)."""
+        """
+        Perform any lazy setup required before execution.
+
+        This may include loading graphs, flows, or other resources.
+
+        Returns:
+            None
+        """
+
 
     @abc.abstractmethod
     def execute(self, case: DatasetCase, trace: TraceLog) -> AdapterOutcome:
-        """Run the agent flow on a single dataset case."""
+        """
+        Run the agent flow on a single dataset case.
+
+        Args:
+            case (DatasetCase): The dataset case to be processed.
+            trace (TraceLog): Trace log used to record execution details.
+
+        Returns:
+            AdapterOutcome: The outcome produced by executing the adapter.
+        """
+
 
     def cleanup(self) -> None:  # pragma: no cover - default no-op
-        """Hook for cleaning up resources such as temporary files or servers."""
+        """
+        Clean up resources after execution.
+
+        This hook can be used to release resources such as temporary files
+        or running servers.
+
+        Returns:
+            None
+        """
+
 
     def supports_replay(self) -> bool:
         return True
+

From 8e7b8c10e8d4a8d5a2d70d0ff650169af3c6f57b Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 15 Dec 2025 11:08:08 +0530
Subject: [PATCH 04/26] Format base adapter using ruff

---
 src/agentunit/adapters/base.py | 4 ----
 1 file changed, 4 deletions(-)

diff --git a/src/agentunit/adapters/base.py b/src/agentunit/adapters/base.py
index 5bd975b..9a3c0c1 100644
--- a/src/agentunit/adapters/base.py
+++ b/src/agentunit/adapters/base.py
@@ -41,7 +41,6 @@ def prepare(self) -> None:
             None
         """
 
-
     @abc.abstractmethod
     def execute(self, case: DatasetCase, trace: TraceLog) -> AdapterOutcome:
         """
@@ -55,7 +54,6 @@ def execute(self, case: DatasetCase, trace: TraceLog) -> AdapterOutcome:
             AdapterOutcome: The outcome produced by executing the adapter.
         """
 
-
     def cleanup(self) -> None:  # pragma: no cover - default no-op
         """
         Clean up resources after execution.
@@ -67,7 +65,5 @@ def cleanup(self) -> None:  # pragma: no cover - default no-op
             None
         """
 
-
     def supports_replay(self) -> bool:
         return True
-

From 0669ffd0f6d513c766e755ae26350e3265b36db4 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Wed, 17 Dec 2025 21:59:52 +0530
Subject: [PATCH 05/26] docs: add instructions for running CI checks locally

---
 README.md | 15 +++++++++++++++
 1 file changed, 15 insertions(+)

diff --git a/README.md b/README.md
index 3b9fa4a..850d485 100644
--- a/README.md
+++ b/README.md
@@ -203,6 +203,21 @@ poetry run python3 -m pytest tests -v
 
 Latest verification (2025-10-24): 144 passed, 10 skipped, 32 warnings. Warnings originate from third-party dependencies (`langchain` pydantic shim deprecations and `datetime.utcnow` usage). Track upstream fixes or pin patched releases as needed.
 
+### Running CI Checks Locally
+
+Before opening a pull request, you can run the same checks locally that are executed in CI.
+
+#### Requirements
+- Python **3.10 or higher**
+- [Poetry](https://python-poetry.org/) installed
+
+#### Setup
+Install dependencies (including dev tools):
+
+```bash
+poetry install --with dev
+```
+
 ## Contributing
 
 We welcome contributions! Please see [CONTRIBUTING.md](CONTRIBUTING.md) for:

From fe9d27bfef283c06bc7c1619e6d21d55a652ca23 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Thu, 18 Dec 2025 20:15:34 +0530
Subject: [PATCH 06/26] Remove example file unrelated to CI documentation

---
 examples/basic_evaluation.py | 45 ------------------------------------
 1 file changed, 45 deletions(-)
 delete mode 100644 examples/basic_evaluation.py

diff --git a/examples/basic_evaluation.py b/examples/basic_evaluation.py
deleted file mode 100644
index ac40b84..0000000
--- a/examples/basic_evaluation.py
+++ /dev/null
@@ -1,45 +0,0 @@
-"""
-Basic Evaluation Example for AgentUnit
---------------------------------------
-
-This script demonstrates how to run a minimal evaluation using
-AgentUnit with a FakeAdapter. It is designed for beginners and does
-not require any extra dependencies.
-"""
-
-from agentunit.core.adapters import BaseAdapter
-from agentunit.core.evaluator import Evaluator
-
-
-class FakeAdapter(BaseAdapter):
-    """
-    A simple mock adapter used only for demonstration.
-    It returns a predictable output so evaluation is easy to understand.
-    """
-
-    def generate(self, prompt: str) -> str:
-        # Always returns the same answer for simplicity
-        return "Hello, this is a fake response!"
-
-
-def main():
-    # Step 1 — Prepare the adapter
-    adapter = FakeAdapter()
-
-    # Step 2 — Create the evaluator
-    evaluator = Evaluator(adapter=adapter)
-
-    # Step 3 — Prepare an example prompt
-    prompt = "Say hello!"
-
-    # Step 4 — Run the evaluation
-    result = evaluator.evaluate(prompt)
-
-    # Step 5 — Print the output
-    print("Prompt:", prompt)
-    print("Model Output:", result.output)
-    print("Evaluation Score:", result.score)
-
-
-if __name__ == "__main__":
-    main()

From 7e215932d444e715cd258e46dde1ebb725178a24 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Thu, 18 Dec 2025 20:33:16 +0530
Subject: [PATCH 07/26] Add py.typed marker for type checker support

---
 src/agentunit/py.typed | 2 --
 1 file changed, 2 deletions(-)

diff --git a/src/agentunit/py.typed b/src/agentunit/py.typed
index a4e0490..e69de29 100644
--- a/src/agentunit/py.typed
+++ b/src/agentunit/py.typed
@@ -1,2 +0,0 @@
-# Marker file for PEP 561
-# This file indicates that the agentunit package supports type checking

From e53ab49b8c1ac11a97db7e744d647cd8d03d7d23 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Thu, 18 Dec 2025 20:45:58 +0530
Subject: [PATCH 08/26] Add test for markdown emoji encoding

---
 tests/test_reporting.py | 31 +++++++++++++++++++++++++++++++
 1 file changed, 31 insertions(+)
 create mode 100644 tests/test_reporting.py

diff --git a/tests/test_reporting.py b/tests/test_reporting.py
new file mode 100644
index 0000000..654deec
--- /dev/null
+++ b/tests/test_reporting.py
@@ -0,0 +1,31 @@
+# -*- coding: utf-8 -*-
+import pytest
+
+from agentunit.core.reporting import SuiteResult, RunResult
+
+
+def test_markdown_contains_emojis():
+    passing_run = RunResult(
+        name="test_pass",
+        passed=True,
+        error=None,
+    )
+
+    failing_run = RunResult(
+        name="test_fail",
+        passed=False,
+        error="AssertionError",
+    )
+
+    suite = SuiteResult(
+        name="emoji-suite",
+        runs=[passing_run, failing_run],
+    )
+
+    markdown = suite.to_markdown()
+
+    assert "✅" in markdown
+    assert "❌" in markdown
+
+    # UTF-8 safety check (important for Windows)
+    markdown.encode("utf-8")

From ac0efa1ab5e277b834d10a21e3a9455037bbd565 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Sat, 27 Dec 2025 20:56:36 +0530
Subject: [PATCH 09/26] Fix test_reporting: correct class usage, fields, and
 Windows-safe to_markdown

---
 tests/test_reporting.py | 51 +++++++++++++++++++++++++++++------------
 1 file changed, 36 insertions(+), 15 deletions(-)

diff --git a/tests/test_reporting.py b/tests/test_reporting.py
index 654deec..a751d5c 100644
--- a/tests/test_reporting.py
+++ b/tests/test_reporting.py
@@ -1,31 +1,52 @@
-# -*- coding: utf-8 -*-
-import pytest
+import tempfile
+from datetime import datetime
+from pathlib import Path
 
-from agentunit.core.reporting import SuiteResult, RunResult
+from agentunit.reporting.results import ScenarioResult, ScenarioRun, SuiteResult
 
 
 def test_markdown_contains_emojis():
-    passing_run = RunResult(
-        name="test_pass",
-        passed=True,
-        error=None,
+    passing_run = ScenarioRun(
+        scenario_name="test_pass",
+        case_id=1,
+        success=True,
+        metrics={},
+        duration_ms=10,
+        trace=[]
     )
 
-    failing_run = RunResult(
-        name="test_fail",
-        passed=False,
-        error="AssertionError",
+    failing_run = ScenarioRun(
+        scenario_name="test_fail",
+        case_id=2,
+        success=False,
+        metrics={},
+        duration_ms=10,
+        trace=[],
+        error="AssertionError"
+    )
+
+    scenario_result = ScenarioResult(
+        name="emoji-scenario",
+        runs=[passing_run, failing_run]
     )
 
     suite = SuiteResult(
-        name="emoji-suite",
-        runs=[passing_run, failing_run],
+        scenarios=[scenario_result],
+        started_at=datetime.now(),
+        finished_at=datetime.now()
     )
 
-    markdown = suite.to_markdown()
+    # Use TemporaryDirectory to avoid Windows PermissionError
+    with tempfile.TemporaryDirectory() as tmpdir:
+        tmp_path = Path(tmpdir) / "suite.md"
+        suite.to_markdown(path=tmp_path)
+
+        # Read the generated Markdown
+        markdown = tmp_path.read_text(encoding="utf-8")
 
+    # Assertions
     assert "✅" in markdown
     assert "❌" in markdown
 
-    # UTF-8 safety check (important for Windows)
+    # UTF-8 safety check
     markdown.encode("utf-8")

From dd4d11a78f08a89a0a1870348d5b0d7a02850404 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Sat, 27 Dec 2025 21:02:27 +0530
Subject: [PATCH 10/26] All tests passing: fixed dependencies and formatting

---
 poetry.lock    | 43 +++++++++++++++++++++++++++++--------------
 pyproject.toml |  1 +
 2 files changed, 30 insertions(+), 14 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 2dac127..3f745be 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -420,7 +420,7 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\" and platform_python_implementation != \"PyPy\""
+markers = "platform_python_implementation != \"PyPy\" and python_version < \"3.14\""
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
     {file = "cffi-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49"},
@@ -1395,7 +1395,7 @@ description = "Lightweight in-process concurrent programming"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\" and (platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\")"
+markers = "(platform_machine == \"aarch64\" or platform_machine == \"ppc64le\" or platform_machine == \"x86_64\" or platform_machine == \"amd64\" or platform_machine == \"AMD64\" or platform_machine == \"win32\" or platform_machine == \"WIN32\") and python_version < \"3.14\""
 files = [
     {file = "greenlet-3.2.4-cp310-cp310-macosx_11_0_universal2.whl", hash = "sha256:8c68325b0d0acf8d91dde4e6f930967dd52a5302cd4062932a6b2e7c2969f47c"},
     {file = "greenlet-3.2.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:94385f101946790ae13da500603491f04a76b6e4c059dab271b3ce2e283b2590"},
@@ -1405,6 +1405,8 @@ files = [
     {file = "greenlet-3.2.4-cp310-cp310-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c2ca18a03a8cfb5b25bc1cbe20f3d9a4c80d8c3b13ba3df49ac3961af0b1018d"},
     {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_1_aarch64.whl", hash = "sha256:9fe0a28a7b952a21e2c062cd5756d34354117796c6d9215a87f55e38d15402c5"},
     {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_1_x86_64.whl", hash = "sha256:8854167e06950ca75b898b104b63cc646573aa5fef1353d4508ecdd1ee76254f"},
+    {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_2_aarch64.whl", hash = "sha256:f47617f698838ba98f4ff4189aef02e7343952df3a615f847bb575c3feb177a7"},
+    {file = "greenlet-3.2.4-cp310-cp310-musllinux_1_2_x86_64.whl", hash = "sha256:af41be48a4f60429d5cad9d22175217805098a9ef7c40bfef44f7669fb9d74d8"},
     {file = "greenlet-3.2.4-cp310-cp310-win_amd64.whl", hash = "sha256:73f49b5368b5359d04e18d15828eecc1806033db5233397748f4ca813ff1056c"},
     {file = "greenlet-3.2.4-cp311-cp311-macosx_11_0_universal2.whl", hash = "sha256:96378df1de302bc38e99c3a9aa311967b7dc80ced1dcc6f171e99842987882a2"},
     {file = "greenlet-3.2.4-cp311-cp311-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:1ee8fae0519a337f2329cb78bd7a8e128ec0f881073d43f023c7b8d4831d5246"},
@@ -1414,6 +1416,8 @@ files = [
     {file = "greenlet-3.2.4-cp311-cp311-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:2523e5246274f54fdadbce8494458a2ebdcdbc7b802318466ac5606d3cded1f8"},
     {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_1_aarch64.whl", hash = "sha256:1987de92fec508535687fb807a5cea1560f6196285a4cde35c100b8cd632cc52"},
     {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_1_x86_64.whl", hash = "sha256:55e9c5affaa6775e2c6b67659f3a71684de4c549b3dd9afca3bc773533d284fa"},
+    {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_2_aarch64.whl", hash = "sha256:c9c6de1940a7d828635fbd254d69db79e54619f165ee7ce32fda763a9cb6a58c"},
+    {file = "greenlet-3.2.4-cp311-cp311-musllinux_1_2_x86_64.whl", hash = "sha256:03c5136e7be905045160b1b9fdca93dd6727b180feeafda6818e6496434ed8c5"},
     {file = "greenlet-3.2.4-cp311-cp311-win_amd64.whl", hash = "sha256:9c40adce87eaa9ddb593ccb0fa6a07caf34015a29bf8d344811665b573138db9"},
     {file = "greenlet-3.2.4-cp312-cp312-macosx_11_0_universal2.whl", hash = "sha256:3b67ca49f54cede0186854a008109d6ee71f66bd57bb36abd6d0a0267b540cdd"},
     {file = "greenlet-3.2.4-cp312-cp312-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:ddf9164e7a5b08e9d22511526865780a576f19ddd00d62f8a665949327fde8bb"},
@@ -1423,6 +1427,8 @@ files = [
     {file = "greenlet-3.2.4-cp312-cp312-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:3b3812d8d0c9579967815af437d96623f45c0f2ae5f04e366de62a12d83a8fb0"},
     {file = "greenlet-3.2.4-cp312-cp312-musllinux_1_1_aarch64.whl", hash = "sha256:abbf57b5a870d30c4675928c37278493044d7c14378350b3aa5d484fa65575f0"},
     {file = "greenlet-3.2.4-cp312-cp312-musllinux_1_1_x86_64.whl", hash = "sha256:20fb936b4652b6e307b8f347665e2c615540d4b42b3b4c8a321d8286da7e520f"},
+    {file = "greenlet-3.2.4-cp312-cp312-musllinux_1_2_aarch64.whl", hash = "sha256:ee7a6ec486883397d70eec05059353b8e83eca9168b9f3f9a361971e77e0bcd0"},
+    {file = "greenlet-3.2.4-cp312-cp312-musllinux_1_2_x86_64.whl", hash = "sha256:326d234cbf337c9c3def0676412eb7040a35a768efc92504b947b3e9cfc7543d"},
     {file = "greenlet-3.2.4-cp312-cp312-win_amd64.whl", hash = "sha256:a7d4e128405eea3814a12cc2605e0e6aedb4035bf32697f72deca74de4105e02"},
     {file = "greenlet-3.2.4-cp313-cp313-macosx_11_0_universal2.whl", hash = "sha256:1a921e542453fe531144e91e1feedf12e07351b1cf6c9e8a3325ea600a715a31"},
     {file = "greenlet-3.2.4-cp313-cp313-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:cd3c8e693bff0fff6ba55f140bf390fa92c994083f838fece0f63be121334945"},
@@ -1432,6 +1438,8 @@ files = [
     {file = "greenlet-3.2.4-cp313-cp313-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:23768528f2911bcd7e475210822ffb5254ed10d71f4028387e5a99b4c6699671"},
     {file = "greenlet-3.2.4-cp313-cp313-musllinux_1_1_aarch64.whl", hash = "sha256:00fadb3fedccc447f517ee0d3fd8fe49eae949e1cd0f6a611818f4f6fb7dc83b"},
     {file = "greenlet-3.2.4-cp313-cp313-musllinux_1_1_x86_64.whl", hash = "sha256:d25c5091190f2dc0eaa3f950252122edbbadbb682aa7b1ef2f8af0f8c0afefae"},
+    {file = "greenlet-3.2.4-cp313-cp313-musllinux_1_2_aarch64.whl", hash = "sha256:6e343822feb58ac4d0a1211bd9399de2b3a04963ddeec21530fc426cc121f19b"},
+    {file = "greenlet-3.2.4-cp313-cp313-musllinux_1_2_x86_64.whl", hash = "sha256:ca7f6f1f2649b89ce02f6f229d7c19f680a6238af656f61e0115b24857917929"},
     {file = "greenlet-3.2.4-cp313-cp313-win_amd64.whl", hash = "sha256:554b03b6e73aaabec3745364d6239e9e012d64c68ccd0b8430c64ccc14939a8b"},
     {file = "greenlet-3.2.4-cp314-cp314-macosx_11_0_universal2.whl", hash = "sha256:49a30d5fda2507ae77be16479bdb62a660fa51b1eb4928b524975b3bde77b3c0"},
     {file = "greenlet-3.2.4-cp314-cp314-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:299fd615cd8fc86267b47597123e3f43ad79c9d8a22bebdce535e53550763e2f"},
@@ -1439,6 +1447,8 @@ files = [
     {file = "greenlet-3.2.4-cp314-cp314-manylinux2014_s390x.manylinux_2_17_s390x.whl", hash = "sha256:b4a1870c51720687af7fa3e7cda6d08d801dae660f75a76f3845b642b4da6ee1"},
     {file = "greenlet-3.2.4-cp314-cp314-manylinux2014_x86_64.manylinux_2_17_x86_64.whl", hash = "sha256:061dc4cf2c34852b052a8620d40f36324554bc192be474b9e9770e8c042fd735"},
     {file = "greenlet-3.2.4-cp314-cp314-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:44358b9bf66c8576a9f57a590d5f5d6e72fa4228b763d0e43fee6d3b06d3a337"},
+    {file = "greenlet-3.2.4-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:2917bdf657f5859fbf3386b12d68ede4cf1f04c90c3a6bc1f013dd68a22e2269"},
+    {file = "greenlet-3.2.4-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:015d48959d4add5d6c9f6c5210ee3803a830dce46356e3bc326d6776bde54681"},
     {file = "greenlet-3.2.4-cp314-cp314-win_amd64.whl", hash = "sha256:e37ab26028f12dbb0ff65f29a8d3d44a765c61e729647bf2ddfbbed621726f01"},
     {file = "greenlet-3.2.4-cp39-cp39-macosx_11_0_universal2.whl", hash = "sha256:b6a7c19cf0d2742d0809a4c05975db036fdff50cd294a93632d6a310bf9ac02c"},
     {file = "greenlet-3.2.4-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.whl", hash = "sha256:27890167f55d2387576d1f41d9487ef171849ea0359ce1510ca6e06c8bece11d"},
@@ -1448,6 +1458,8 @@ files = [
     {file = "greenlet-3.2.4-cp39-cp39-manylinux_2_24_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:c9913f1a30e4526f432991f89ae263459b1c64d1608c0d22a5c79c287b3c70df"},
     {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_1_aarch64.whl", hash = "sha256:b90654e092f928f110e0007f572007c9727b5265f7632c2fa7415b4689351594"},
     {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_1_x86_64.whl", hash = "sha256:81701fd84f26330f0d5f4944d4e92e61afe6319dcd9775e39396e39d7c3e5f98"},
+    {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:28a3c6b7cd72a96f61b0e4b2a36f681025b60ae4779cc73c1535eb5f29560b10"},
+    {file = "greenlet-3.2.4-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:52206cd642670b0b320a1fd1cbfd95bca0e043179c1d8a045f2c6109dfe973be"},
     {file = "greenlet-3.2.4-cp39-cp39-win32.whl", hash = "sha256:65458b409c1ed459ea899e939f0e1cdb14f58dbc803f2f93c5eab5694d32671b"},
     {file = "greenlet-3.2.4-cp39-cp39-win_amd64.whl", hash = "sha256:d2e685ade4dafd447ede19c31277a224a239a0a1a4eca4e6390efedf20260cfb"},
     {file = "greenlet-3.2.4.tar.gz", hash = "sha256:0dca0d95ff849f9a364385f36ab49f50065d76964944638be9691e1832e9f86d"},
@@ -1883,7 +1895,7 @@ description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version <= \"3.13\" and python_version >= \"3.11\""
+markers = "python_version < \"3.14\" and python_version >= \"3.11\""
 files = [
     {file = "ipython-9.6.0-py3-none-any.whl", hash = "sha256:5f77efafc886d2f023442479b8149e7d86547ad0a979e9da9f045d252f648196"},
     {file = "ipython-9.6.0.tar.gz", hash = "sha256:5603d6d5d356378be5043e69441a072b50a5b33b4503428c77b04cb8ce7bc731"},
@@ -1917,7 +1929,7 @@ description = "Defines a variety of Pygments lexers for highlighting IPython cod
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version <= \"3.13\" and python_version >= \"3.11\""
+markers = "python_version < \"3.14\" and python_version >= \"3.11\""
 files = [
     {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"},
     {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"},
@@ -2150,7 +2162,6 @@ description = "An implementation of JSON Schema validation for Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\""
 files = [
     {file = "jsonschema-4.25.1-py3-none-any.whl", hash = "sha256:3fba0169e345c7175110351d456342c364814cfcf3b964ba4587f22915230a63"},
     {file = "jsonschema-4.25.1.tar.gz", hash = "sha256:e4a9655ce0da0c0b67a085847e00a3a51449e1157f4f75e9fb5aa545e122eb85"},
@@ -2173,7 +2184,6 @@ description = "The JSON Schema meta-schemas and vocabularies, exposed as a Regis
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\""
 files = [
     {file = "jsonschema_specifications-2025.9.1-py3-none-any.whl", hash = "sha256:98802fee3a11ee76ecaca44429fda8a41bff98b00a0f2838151b113f210cc6fe"},
     {file = "jsonschema_specifications-2025.9.1.tar.gz", hash = "sha256:b540987f239e745613c7a9176f3edb72b832a4ac465cf02712288397832b5e8d"},
@@ -2929,7 +2939,7 @@ description = "Python package for creating and manipulating graphs and networks"
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version <= \"3.13\" and python_version >= \"3.11\""
+markers = "python_version < \"3.14\" and python_version >= \"3.11\""
 files = [
     {file = "networkx-3.5-py3-none-any.whl", hash = "sha256:0030d386a9a06dee3565298b4a734b68589749a544acbb6c412dc9e2489ec6ec"},
     {file = "networkx-3.5.tar.gz", hash = "sha256:d4c6f9cf81f52d69230866796b82afbccdec3db7ae4fbd1b65ea750feed50037"},
@@ -3505,7 +3515,7 @@ description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version < \"3.14\" and sys_platform != \"win32\" and sys_platform != \"emscripten\""
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\" and python_version < \"3.14\""
 files = [
     {file = "pexpect-4.9.0-py2.py3-none-any.whl", hash = "sha256:7236d1e080e4936be2dc3e326cec0af72acf9212a7e1d060210e70a47e253523"},
     {file = "pexpect-4.9.0.tar.gz", hash = "sha256:ee7d41123f3c9911050ea2c2dac107568dc43b2d3b0c7557a33212c398ead30f"},
@@ -3853,7 +3863,7 @@ description = "Run a subprocess in a pseudo terminal"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version < \"3.14\" and sys_platform != \"win32\" and sys_platform != \"emscripten\""
+markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\" and python_version < \"3.14\""
 files = [
     {file = "ptyprocess-0.7.0-py2.py3-none-any.whl", hash = "sha256:4b41f3967fce3af57cc7e94b888626c18bf37a083e3651ca8feeb66d492fef35"},
     {file = "ptyprocess-0.7.0.tar.gz", hash = "sha256:5c5d0a3b48ceee0b48485e0c26037c0acd7d29765ca3fbb5cb3831d347423220"},
@@ -4576,7 +4586,7 @@ description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "python_version < \"3.14\" and platform_system == \"Windows\""
+markers = "platform_system == \"Windows\" and python_version < \"3.14\""
 files = [
     {file = "pywin32-311-cp310-cp310-win32.whl", hash = "sha256:d03ff496d2a0cd4a5893504789d4a15399133fe82517455e78bad62efbb7f0a3"},
     {file = "pywin32-311-cp310-cp310-win_amd64.whl", hash = "sha256:797c2772017851984b97180b0bebe4b620bb86328e8a884bb626156295a63b3b"},
@@ -4608,6 +4618,13 @@ optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 files = [
+    {file = "PyYAML-6.0.3-cp38-cp38-macosx_10_13_x86_64.whl", hash = "sha256:c2514fceb77bc5e7a2f7adfaa1feb2fb311607c9cb518dbc378688ec73d8292f"},
+    {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:9c57bb8c96f6d1808c030b1687b9b5fb476abaa47f0db9c0101f5e9f394e97f4"},
+    {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:efd7b85f94a6f21e4932043973a7ba2613b059c4a000551892ac9f1d11f5baf3"},
+    {file = "PyYAML-6.0.3-cp38-cp38-manylinux2014_x86_64.manylinux_2_17_x86_64.manylinux_2_28_x86_64.whl", hash = "sha256:22ba7cfcad58ef3ecddc7ed1db3409af68d023b7f940da23c6c2a1890976eda6"},
+    {file = "PyYAML-6.0.3-cp38-cp38-musllinux_1_2_x86_64.whl", hash = "sha256:6344df0d5755a2c9a276d4473ae6b90647e216ab4757f8426893b5dd2ac3f369"},
+    {file = "PyYAML-6.0.3-cp38-cp38-win32.whl", hash = "sha256:3ff07ec89bae51176c0549bc4c63aa6202991da2d9a6129d7aef7f1407d3f295"},
+    {file = "PyYAML-6.0.3-cp38-cp38-win_amd64.whl", hash = "sha256:5cf4e27da7e3fbed4d6c3d8e797387aaad68102272f8f9752883bc32d61cb87b"},
     {file = "pyyaml-6.0.3-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:214ed4befebe12df36bcc8bc2b64b396ca31be9304b8f59e25c11cf94a4c033b"},
     {file = "pyyaml-6.0.3-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:02ea2dfa234451bbb8772601d7b8e426c2bfa197136796224e50e35a78777956"},
     {file = "pyyaml-6.0.3-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:b30236e45cf30d2b8e7b3e85881719e98507abed1011bf463a8fa23e9c3e98a8"},
@@ -4712,7 +4729,6 @@ description = "JSON Referencing + Python"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\""
 files = [
     {file = "referencing-0.36.2-py3-none-any.whl", hash = "sha256:e8699adbbf8b5c7de96d8ffa0eb5c158b3beafce084968e2ea8bb08c6794dcd0"},
     {file = "referencing-0.36.2.tar.gz", hash = "sha256:df2e89862cd09deabbdba16944cc3f10feb6b3e6f18e902f7cc25609a34775aa"},
@@ -4933,7 +4949,6 @@ description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\""
 files = [
     {file = "rpds_py-0.27.1-cp310-cp310-macosx_10_12_x86_64.whl", hash = "sha256:68afeec26d42ab3b47e541b272166a0b4400313946871cba3ed3a4fc0cab1cef"},
     {file = "rpds_py-0.27.1-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:74e5b2f7bb6fa38b1b10546d27acbacf2a022a8b5543efb06cfebc72a59c85be"},
@@ -5928,7 +5943,7 @@ description = "Fast implementation of asyncio event loop on top of libuv"
 optional = false
 python-versions = ">=3.8.0"
 groups = ["main"]
-markers = "sys_platform != \"win32\" and sys_platform != \"cygwin\" and platform_python_implementation != \"PyPy\" and python_version < \"3.14\""
+markers = "platform_python_implementation != \"PyPy\" and sys_platform != \"win32\" and sys_platform != \"cygwin\" and python_version < \"3.14\""
 files = [
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:ec7e6b09a6fdded42403182ab6b832b71f4edaf7f37a9a0e371a01db5f0cb45f"},
     {file = "uvloop-0.21.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:196274f2adb9689a289ad7d65700d37df0c0930fd8e4e743fa4834e850d7719d"},
@@ -6484,4 +6499,4 @@ ragas = ["ragas"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.10"
-content-hash = "bf0bdc32abb1f3a1f03f3737e0ad7a3a5dc3155f87a9a07beb20bf0bd841a1c4"
+content-hash = "13d74922317e2b0b8fddbb6e71dfb0f574702ba69edd83d3984d5e9544cf29c3"
diff --git a/pyproject.toml b/pyproject.toml
index 25c2501..7164298 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,6 +34,7 @@ httpx = "^0.27.0"
 numpy = "^1.24.0"
 scipy = "^1.11.0"
 ragas = { version = ">=0.1.9", optional = true }
+jsonschema = "^4.25.1"
 
 [tool.poetry.extras]
 ragas = ["ragas"]

From b6b5d9fb5b7399559b1f419981d70152e596b805 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 5 Jan 2026 18:47:23 +0530
Subject: [PATCH 11/26] Update dependencies / poetry config

---
 poetry.lock    | 4 ++++
 pyproject.toml | 3 +++
 2 files changed, 7 insertions(+)

diff --git a/poetry.lock b/poetry.lock
index 4c22bc0..210e6b9 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -6821,5 +6821,9 @@ ragas = ["ragas"]
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.10"
+<<<<<<< HEAD
 content-hash = "13d74922317e2b0b8fddbb6e71dfb0f574702ba69edd83d3984d5e9544cf29c3"
 
+=======
+content-hash = "3794f1ea4b5b421e29be846cfc2838209be566a8a47c98f8de7991f1737cb710"
+>>>>>>> cbc4093 (Update dependencies / poetry config)
diff --git a/pyproject.toml b/pyproject.toml
index 631c0dd..dcf1e93 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -35,7 +35,10 @@ numpy = "^1.24.0"
 scipy = "^1.11.0"
 ragas = { version = ">=0.1.9", optional = true }
 jsonschema = { version = "^4.25.1", optional = true }
+<<<<<<< HEAD
 langgraph = { version = "^0.2.0", optional = true }
+=======
+>>>>>>> cbc4093 (Update dependencies / poetry config)
 
 
 [tool.poetry.extras]

From 27d79e0fbd11c75d7c41f9a9b1afaacb23b03a49 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 5 Jan 2026 20:38:48 +0530
Subject: [PATCH 12/26] Fix emoji markdown test and align ScenarioRun signature

---
 tests/test_reporting.py | 6 ++----
 1 file changed, 2 insertions(+), 4 deletions(-)

diff --git a/tests/test_reporting.py b/tests/test_reporting.py
index a475a49..2531179 100644
--- a/tests/test_reporting.py
+++ b/tests/test_reporting.py
@@ -1,13 +1,11 @@
 import tempfile
-from agentunit.reporting.results import ScenarioResult, ScenarioRun, SuiteResult
-from datetime import datetime
+
+from datetime import datetime, timezone
 from pathlib import Path
 
-# Local imports
 from agentunit.reporting.results import ScenarioResult, ScenarioRun, SuiteResult
 
 
-
 def test_markdown_contains_emojis():
     passing_run = ScenarioRun(
         scenario_name="test_pass",

From 12a7eb4a16b52e38d385641a0def1083d257d367 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Wed, 7 Jan 2026 12:55:05 +0530
Subject: [PATCH 13/26] Fix reporting tests and update dependencies

---
 poetry.lock             | 8 ++++++++
 pyproject.toml          | 8 ++++----
 tests/test_reporting.py | 7 ++++---
 3 files changed, 16 insertions(+), 7 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index 210e6b9..cbbb2f3 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -6815,15 +6815,23 @@ test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_it
 type = ["pytest-mypy"]
 
 [extras]
+<<<<<<< HEAD
 integration-tests = ["langgraph"]
+=======
+langgraph = []
+>>>>>>> b094522 (Fix reporting tests and update dependencies)
 ragas = ["ragas"]
 
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.10"
 <<<<<<< HEAD
+<<<<<<< HEAD
 content-hash = "13d74922317e2b0b8fddbb6e71dfb0f574702ba69edd83d3984d5e9544cf29c3"
 
 =======
 content-hash = "3794f1ea4b5b421e29be846cfc2838209be566a8a47c98f8de7991f1737cb710"
 >>>>>>> cbc4093 (Update dependencies / poetry config)
+=======
+content-hash = "c670fb577e06c99e0cfd065cc840f95cd5f92264f738c558031f8bd41a8945cd"
+>>>>>>> b094522 (Fix reporting tests and update dependencies)
diff --git a/pyproject.toml b/pyproject.toml
index dcf1e93..320bdf8 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -34,17 +34,17 @@ httpx = "^0.27.0"
 numpy = "^1.24.0"
 scipy = "^1.11.0"
 ragas = { version = ">=0.1.9", optional = true }
-jsonschema = { version = "^4.25.1", optional = true }
-<<<<<<< HEAD
+
 langgraph = { version = "^0.2.0", optional = true }
-=======
->>>>>>> cbc4093 (Update dependencies / poetry config)
+jsonschema = "^4.25.1"
+
 
 
 [tool.poetry.extras]
 ragas = ["ragas"]
 integration-tests = ["langgraph"]
 
+
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.2.0"
 pytest-cov = "^5.0.0"
diff --git a/tests/test_reporting.py b/tests/test_reporting.py
index 2531179..273d25c 100644
--- a/tests/test_reporting.py
+++ b/tests/test_reporting.py
@@ -5,7 +5,6 @@
 
 from agentunit.reporting.results import ScenarioResult, ScenarioRun, SuiteResult
 
-
 def test_markdown_contains_emojis():
     passing_run = ScenarioRun(
         scenario_name="test_pass",
@@ -14,7 +13,7 @@ def test_markdown_contains_emojis():
         metrics={},
         duration_ms=10,
         trace=[],
-        error=None
+        error=None,
     )
 
     failing_run = ScenarioRun(
@@ -24,9 +23,10 @@ def test_markdown_contains_emojis():
         metrics={},
         duration_ms=10,
         trace=[],
-        error="AssertionError"
+        error="AssertionError",
     )
 
+
 scenario = ScenarioResult(
     name="emoji-scenario",
     runs=[passing_run, failing_run],
@@ -38,6 +38,7 @@ def test_markdown_contains_emojis():
     finished_at=datetime.now(timezone.utc),
 )
 
+
 with tempfile.TemporaryDirectory() as tmpdir:
     output_path = Path(tmpdir) / "suite.md"
     suite.to_markdown(path=output_path)

From d3dd11cb025a4e33b413717c08cd2136b38cffbe Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Wed, 7 Jan 2026 15:57:20 +0530
Subject: [PATCH 14/26] Fix missing required dependencies (jsonschema, scipy)

---
 poetry.lock    | 379 ++++++++++++++++++++++++++++++++++++++++++++-----
 pyproject.toml |   6 +-
 2 files changed, 346 insertions(+), 39 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index cbbb2f3..c17991c 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -420,7 +420,11 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+<<<<<<< HEAD
 markers = "platform_python_implementation != \"PyPy\" and python_version < \"3.14\""
+=======
+markers = "python_version < \"3.14\" and platform_python_implementation != \"PyPy\""
+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
     {file = "cffi-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:f73b96c41e3b2adedc34a7356e64c8eb96e03a3782b535e043a986276ce12a49"},
@@ -2252,6 +2256,7 @@ tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
 
 [[package]]
 name = "langchain-community"
+<<<<<<< HEAD
 version = "0.2.19"
 description = "Community contributed LangChain integrations."
 optional = true
@@ -2261,10 +2266,22 @@ markers = "extra == \"ragas\""
 files = [
     {file = "langchain_community-0.2.19-py3-none-any.whl", hash = "sha256:651d761f2d37d63f89de75d65858f6c7f6ea99c455622e9c13ca041622dad0c5"},
     {file = "langchain_community-0.2.19.tar.gz", hash = "sha256:74f8db6992d03668c3d82e0d896845c413d167dad3b8e349fb2a9a57fd2d1396"},
+=======
+version = "0.3.31"
+description = "Community contributed LangChain integrations."
+optional = true
+python-versions = "<4.0.0,>=3.9.0"
+groups = ["main"]
+markers = "extra == \"ragas\""
+files = [
+    {file = "langchain_community-0.3.31-py3-none-any.whl", hash = "sha256:1c727e3ebbacd4d891b07bd440647668001cea3e39cbe732499ad655ec5cb569"},
+    {file = "langchain_community-0.3.31.tar.gz", hash = "sha256:250e4c1041539130f6d6ac6f9386cb018354eafccd917b01a4cff1950b80fd81"},
+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
+<<<<<<< HEAD
 dataclasses-json = ">=0.5.7,<0.7"
 langchain = ">=0.2.17,<0.3.0"
 langchain-core = ">=0.2.43,<0.3.0"
@@ -2277,6 +2294,22 @@ PyYAML = ">=5.3"
 requests = ">=2,<3"
 SQLAlchemy = ">=1.4,<3"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+=======
+dataclasses-json = ">=0.6.7,<0.7.0"
+httpx-sse = ">=0.4.0,<1.0.0"
+langchain = ">=0.3.27,<2.0.0"
+langchain-core = ">=0.3.78,<2.0.0"
+langsmith = ">=0.1.125,<1.0.0"
+numpy = [
+    {version = ">=1.26.2", markers = "python_version < \"3.13\""},
+    {version = ">=2.1.0", markers = "python_version >= \"3.13\""},
+]
+pydantic-settings = ">=2.10.1,<3.0.0"
+PyYAML = ">=5.3.0,<7.0.0"
+requests = ">=2.32.5,<3.0.0"
+SQLAlchemy = ">=1.4.0,<3.0.0"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 
 [[package]]
 name = "langchain-core"
@@ -2389,6 +2422,7 @@ orjson = ">=3.10.1"
 
 [[package]]
 name = "langsmith"
+<<<<<<< HEAD
 version = "0.1.147"
 description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
 optional = false
@@ -2420,6 +2454,13 @@ optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 markers = "platform_python_implementation != \"PyPy\""
+=======
+version = "0.6.1"
+description = "Client library to connect to the LangSmith Observability and Evaluation Platform."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 files = [
     {file = "librt-0.7.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e4836c5645f40fbdc275e5670819bde5ab5f2e882290d304e3c6ddab1576a6d0"},
     {file = "librt-0.7.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6ae8aec43117a645a31e5f60e9e3a0797492e747823b9bda6972d521b436b4e8"},
@@ -3146,48 +3187,151 @@ test-extras = ["pytest-mpl", "pytest-randomly"]
 
 [[package]]
 name = "numpy"
-version = "1.26.4"
+version = "2.2.6"
 description = "Fundamental package for array computing in Python"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version == \"3.10\""
+files = [
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+[[package]]
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 groups = ["main"]
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 [[package]]
@@ -4464,7 +4608,11 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
+<<<<<<< HEAD
 markers = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\" and python_version < \"3.14\""
+=======
+markers = "python_version < \"3.14\" and platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""
+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
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+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 
 [[package]]
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 type = ["pytest-mypy"]
 
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+    {file = "zstandard-0.25.0.tar.gz", hash = "sha256:7713e1179d162cf5c7906da876ec2ccb9c3a9dcbdffef0cc7f70c3667a205f0b"},
+]
+
+[package.extras]
+cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and python_version < \"3.14\"", "cffi (>=2.0.0b) ; platform_python_implementation != \"PyPy\" and python_version >= \"3.14\""]
+
+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 [extras]
 <<<<<<< HEAD
 integration-tests = ["langgraph"]
@@ -6827,6 +7126,7 @@ lock-version = "2.1"
 python-versions = "^3.10"
 <<<<<<< HEAD
 <<<<<<< HEAD
+<<<<<<< HEAD
 content-hash = "13d74922317e2b0b8fddbb6e71dfb0f574702ba69edd83d3984d5e9544cf29c3"
 
 =======
@@ -6835,3 +7135,6 @@ content-hash = "3794f1ea4b5b421e29be846cfc2838209be566a8a47c98f8de7991f1737cb710
 =======
 content-hash = "c670fb577e06c99e0cfd065cc840f95cd5f92264f738c558031f8bd41a8945cd"
 >>>>>>> b094522 (Fix reporting tests and update dependencies)
+=======
+content-hash = "0333544b08c94f970d6bb6141e0b2cc8c75f0d0c9e21387ff5ed31290cd437c6"
+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
diff --git a/pyproject.toml b/pyproject.toml
index 320bdf8..ff1a597 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -31,10 +31,14 @@ opentelemetry-exporter-otlp = "^1.25.0"
 huggingface-hub = "^0.21.4"
 rich = "^13.7.1"
 httpx = "^0.27.0"
-numpy = "^1.24.0"
+
 scipy = "^1.11.0"
 ragas = { version = ">=0.1.9", optional = true }
 
+<<<<<<< HEAD
+=======
+jsonschema = "^4.25.1"
+>>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 langgraph = { version = "^0.2.0", optional = true }
 jsonschema = "^4.25.1"
 

From b4034a18a494ba0c4a9206db2824f448a62bb016 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Wed, 7 Jan 2026 16:24:27 +0530
Subject: [PATCH 15/26] Update all files

---
 poetry.lock             | 6130 +++++++++++++++++++++------------------
 pyproject.toml          |   16 +-
 tests/test_reporting.py |   34 +-
 3 files changed, 3279 insertions(+), 2901 deletions(-)

diff --git a/poetry.lock b/poetry.lock
index c17991c..a62b774 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -7,6 +7,7 @@ description = "Happy Eyeballs for asyncio"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
 files = [
     {file = "aiohappyeyeballs-2.6.1-py3-none-any.whl", hash = "sha256:f349ba8f4b75cb25c99c5c2d84e997e485204d2902a9597802b0371f09331fb8"},
     {file = "aiohappyeyeballs-2.6.1.tar.gz", hash = "sha256:c3f9d0113123803ccadfdf3f0faa505bc78e6a72d1cc4806cbd719826e943558"},
@@ -14,98 +15,133 @@ files = [
 
 [[package]]
 name = "aiohttp"
-version = "3.12.15"
+version = "3.13.3"
 description = "Async http client/server framework (asyncio)"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
 files = [
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 [package.dependencies]
@@ -119,7 +155,7 @@ propcache = ">=0.2.0"
 yarl = ">=1.17.0,<2.0"
 
 [package.extras]
-speedups = ["Brotli ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "brotlicffi ; platform_python_implementation != \"CPython\""]
+speedups = ["Brotli (>=1.2) ; platform_python_implementation == \"CPython\"", "aiodns (>=3.3.0)", "backports.zstd ; platform_python_implementation == \"CPython\" and python_version < \"3.14\"", "brotlicffi (>=1.2) ; platform_python_implementation != \"CPython\""]
 
 [[package]]
 name = "aiosignal"
@@ -128,6 +164,7 @@ description = "aiosignal: a list of registered asynchronous callbacks"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
 files = [
     {file = "aiosignal-1.4.0-py3-none-any.whl", hash = "sha256:053243f8b92b990551949e63930a839ff0cf0b0ebbe0597b0f3fb19e1a0fe82e"},
     {file = "aiosignal-1.4.0.tar.gz", hash = "sha256:f47eecd9468083c2029cc99945502cb7708b082c232f9aca65da147157b251c7"},
@@ -163,24 +200,23 @@ files = [
 
 [[package]]
 name = "anyio"
-version = "4.11.0"
+version = "4.12.1"
 description = "High-level concurrency and networking framework on top of asyncio or Trio"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "anyio-4.11.0-py3-none-any.whl", hash = "sha256:0287e96f4d26d4149305414d4e3bc32f0dcd0862365a4bddea19d7a1ec38c4fc"},
-    {file = "anyio-4.11.0.tar.gz", hash = "sha256:82a8d0b81e318cc5ce71a5f1f8b5c4e63619620b63141ef8c995fa0db95a57c4"},
+    {file = "anyio-4.12.1-py3-none-any.whl", hash = "sha256:d405828884fc140aa80a3c667b8beed277f1dfedec42ba031bd6ac3db606ab6c"},
+    {file = "anyio-4.12.1.tar.gz", hash = "sha256:41cfcc3a4c85d3f05c932da7c26d0201ac36f72abd4435ba90d0464a3ffed703"},
 ]
 
 [package.dependencies]
 exceptiongroup = {version = ">=1.0.2", markers = "python_version < \"3.11\""}
 idna = ">=2.8"
-sniffio = ">=1.1"
 typing_extensions = {version = ">=4.5", markers = "python_version < \"3.13\""}
 
 [package.extras]
-trio = ["trio (>=0.31.0)"]
+trio = ["trio (>=0.31.0) ; python_version < \"3.10\"", "trio (>=0.32.0) ; python_version >= \"3.10\""]
 
 [[package]]
 name = "appdirs"
@@ -197,20 +233,20 @@ files = [
 
 [[package]]
 name = "asttokens"
-version = "3.0.0"
+version = "3.0.1"
 description = "Annotate AST trees with source code positions"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 markers = "python_version < \"3.14\""
 files = [
-    {file = "asttokens-3.0.0-py3-none-any.whl", hash = "sha256:e3078351a059199dd5138cb1c706e6430c05eff2ff136af5eb4790f9d28932e2"},
-    {file = "asttokens-3.0.0.tar.gz", hash = "sha256:0dcd8baa8d62b0c1d118b399b2ddba3c4aff271d0d7a9e0d4c1681c79035bbc7"},
+    {file = "asttokens-3.0.1-py3-none-any.whl", hash = "sha256:15a3ebc0f43c2d0a50eeafea25e19046c68398e487b9f1f5b517f7c0f40f976a"},
+    {file = "asttokens-3.0.1.tar.gz", hash = "sha256:71a4ee5de0bde6a31d64f6b13f2293ac190344478f081c3d1bccfcf5eacb0cb7"},
 ]
 
 [package.extras]
-astroid = ["astroid (>=2,<4)"]
-test = ["astroid (>=2,<4)", "pytest", "pytest-cov", "pytest-xdist"]
+astroid = ["astroid (>=2,<5)"]
+test = ["astroid (>=2,<5)", "pytest (<9.0)", "pytest-cov", "pytest-xdist"]
 
 [[package]]
 name = "async-timeout"
@@ -227,24 +263,16 @@ files = [
 
 [[package]]
 name = "attrs"
-version = "25.3.0"
+version = "25.4.0"
 description = "Classes Without Boilerplate"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "attrs-25.3.0-py3-none-any.whl", hash = "sha256:427318ce031701fea540783410126f03899a97ffc6f61596ad581ac2e40e3bc3"},
-    {file = "attrs-25.3.0.tar.gz", hash = "sha256:75d7cefc7fb576747b2c81b4442d4d4a1ce0900973527c011d1030fd3bf4af1b"},
+    {file = "attrs-25.4.0-py3-none-any.whl", hash = "sha256:adcf7e2a1fb3b36ac48d97835bb6d8ade15b8dcce26aba8bf1d14847b57a3373"},
+    {file = "attrs-25.4.0.tar.gz", hash = "sha256:16d5969b87f0859ef33a48b35d55ac1be6e42ae49d5e853b597db70c35c57e11"},
 ]
 
-[package.extras]
-benchmark = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-cov = ["cloudpickle ; platform_python_implementation == \"CPython\"", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-dev = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pre-commit-uv", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier"]
-tests = ["cloudpickle ; platform_python_implementation == \"CPython\"", "hypothesis", "mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-xdist[psutil]"]
-tests-mypy = ["mypy (>=1.11.1) ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\"", "pytest-mypy-plugins ; platform_python_implementation == \"CPython\" and python_version >= \"3.10\""]
-
 [[package]]
 name = "babel"
 version = "2.17.0"
@@ -388,29 +416,16 @@ tomli = {version = ">=1.1.0", markers = "python_version < \"3.11\""}
 uv = ["uv (>=0.1.18)"]
 virtualenv = ["virtualenv (>=20.11) ; python_version < \"3.10\"", "virtualenv (>=20.17) ; python_version >= \"3.10\" and python_version < \"3.14\"", "virtualenv (>=20.31) ; python_version >= \"3.14\""]
 
-[[package]]
-name = "cachetools"
-version = "5.5.2"
-description = "Extensible memoizing collections and decorators"
-optional = false
-python-versions = ">=3.7"
-groups = ["main"]
-markers = "python_version < \"3.14\""
-files = [
-    {file = "cachetools-5.5.2-py3-none-any.whl", hash = "sha256:d26a22bcc62eb95c3beabd9f1ee5e820d3d2704fe2967cbe350e20c8ffcd3f0a"},
-    {file = "cachetools-5.5.2.tar.gz", hash = "sha256:1a661caa9175d26759571b2e19580f9d6393969e5dfca11fdb1f947a23e640d4"},
-]
-
 [[package]]
 name = "certifi"
-version = "2025.11.12"
+version = "2026.1.4"
 description = "Python package for providing Mozilla's CA Bundle."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
-    {file = "certifi-2025.11.12-py3-none-any.whl", hash = "sha256:97de8790030bbd5c2d96b7ec782fc2f7820ef8dba6db909ccf95449f2d062d4b"},
-    {file = "certifi-2025.11.12.tar.gz", hash = "sha256:d8ab5478f2ecd78af242878415affce761ca6bc54a22a27e026d7c25357c3316"},
+    {file = "certifi-2026.1.4-py3-none-any.whl", hash = "sha256:9943707519e4add1115f44c2bc244f782c0249876bf51b6599fee1ffbedd685c"},
+    {file = "certifi-2026.1.4.tar.gz", hash = "sha256:ac726dd470482006e014ad384921ed6438c457018f4b3d204aea4281258b2120"},
 ]
 
 [[package]]
@@ -420,11 +435,7 @@ description = "Foreign Function Interface for Python calling C code."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-<<<<<<< HEAD
-markers = "platform_python_implementation != \"PyPy\" and python_version < \"3.14\""
-=======
 markers = "python_version < \"3.14\" and platform_python_implementation != \"PyPy\""
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 files = [
     {file = "cffi-2.0.0-cp310-cp310-macosx_10_13_x86_64.whl", hash = "sha256:0cf2d91ecc3fcc0625c2c530fe004f82c110405f101548512cce44322fa8ac44"},
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@@ -515,110 +526,157 @@ files = [
 [package.dependencies]
 pycparser = {version = "*", markers = "implementation_name != \"PyPy\""}
 
+[[package]]
+name = "cfgv"
+version = "3.5.0"
+description = "Validate configuration and produce human readable error messages."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
+files = [
+    {file = "cfgv-3.5.0-py2.py3-none-any.whl", hash = "sha256:a8dc6b26ad22ff227d2634a65cb388215ce6cc96bbcc5cfde7641ae87e8dacc0"},
+    {file = "cfgv-3.5.0.tar.gz", hash = "sha256:d5b1034354820651caa73ede66a6294d6e95c1b00acc5e9b098e917404669132"},
+]
+
 [[package]]
 name = "charset-normalizer"
-version = "3.4.3"
+version = "3.4.4"
 description = "The Real First Universal Charset Detector. Open, modern and actively maintained alternative to Chardet."
 optional = false
 python-versions = ">=3.7"
 groups = ["main", "dev"]
 files = [
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 python-versions = ">=3.9"
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 [package.dependencies]
@@ -655,15 +713,15 @@ dev = ["chroma-hnswlib (==0.7.6)", "fastapi (>=0.115.9)", "opentelemetry-instrum
 
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+version = "8.3.1"
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 python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version < \"3.14\""
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@@ -680,7 +738,7 @@ files = [
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+markers = {main = "(python_version < \"3.14\" or platform_system == \"Windows\") and (os_name == \"nt\" or platform_system == \"Windows\" or sys_platform == \"win32\")", dev = "sys_platform == \"win32\""}
 
 [[package]]
 name = "coloredlogs"
@@ -703,116 +761,104 @@ cron = ["capturer (>=2.4)"]
 
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 name = "coverage"
-version = "7.10.7"
+version = "7.13.1"
 description = "Code coverage measurement for Python"
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-python-versions = ">=3.9"
+python-versions = ">=3.10"
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 [package.dependencies]
@@ -878,67 +924,67 @@ watson = ["ibm-watsonx-ai (>=1.3.39)"]
 
 [[package]]
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 test-randomorder = ["pytest-randomly"]
 
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 python-versions = ">=3"
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+python-versions = "*"
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+markers = "python_version < \"3.14\" or extra == \"ragas\""
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 [[package]]
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 version = "1.9.0"
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 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version < \"3.14\""
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 description = "Backport of PEP 654 (exception groups)"
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 groups = ["main", "dev"]
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 tqdm = ["tqdm"]
 
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+version = "4.0.12"
+description = "Git Object Database"
+optional = true
+python-versions = ">=3.7"
+groups = ["main"]
+markers = "extra == \"ragas\""
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+
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+optional = true
+python-versions = ">=3.7"
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 [package.extras]
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 urllib3 = ["packaging", "urllib3"]
 
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 [package.dependencies]
@@ -1395,79 +1516,61 @@ grpc = ["grpcio (>=1.44.0,<2.0.0)"]
 
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 [package.extras]
@@ -1476,80 +1579,80 @@ test = ["objgraph", "psutil", "setuptools"]
 
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 [package.dependencies]
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 [package.extras]
-protobuf = ["grpcio-tools (>=1.75.1)"]
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+    {file = "httptools-0.7.1-cp314-cp314-musllinux_1_2_aarch64.whl", hash = "sha256:f084813239e1eb403ddacd06a30de3d3e09a9b76e7894dcda2b22f8a726e9c60"},
+    {file = "httptools-0.7.1-cp314-cp314-musllinux_1_2_x86_64.whl", hash = "sha256:7347714368fb2b335e9063bc2b96f2f87a9ceffcd9758ac295f8bbcd3ffbc0ca"},
+    {file = "httptools-0.7.1-cp314-cp314-win_amd64.whl", hash = "sha256:cfabda2a5bb85aa2a904ce06d974a3f30fb36cc63d7feaddec05d2050acede96"},
+    {file = "httptools-0.7.1-cp39-cp39-macosx_10_9_universal2.whl", hash = "sha256:ac50afa68945df63ec7a2707c506bd02239272288add34539a2ef527254626a4"},
+    {file = "httptools-0.7.1-cp39-cp39-macosx_11_0_arm64.whl", hash = "sha256:de987bb4e7ac95b99b805b99e0aae0ad51ae61df4263459d36e07cf4052d8b3a"},
+    {file = "httptools-0.7.1-cp39-cp39-manylinux1_x86_64.manylinux_2_28_x86_64.manylinux_2_5_x86_64.whl", hash = "sha256:d169162803a24425eb5e4d51d79cbf429fd7a491b9e570a55f495ea55b26f0bf"},
+    {file = "httptools-0.7.1-cp39-cp39-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:49794f9250188a57fa73c706b46cb21a313edb00d337ca4ce1a011fe3c760b28"},
+    {file = "httptools-0.7.1-cp39-cp39-musllinux_1_2_aarch64.whl", hash = "sha256:aeefa0648362bb97a7d6b5ff770bfb774930a327d7f65f8208394856862de517"},
+    {file = "httptools-0.7.1-cp39-cp39-musllinux_1_2_x86_64.whl", hash = "sha256:0d92b10dbf0b3da4823cde6a96d18e6ae358a9daa741c71448975f6a2c339cad"},
+    {file = "httptools-0.7.1-cp39-cp39-win_amd64.whl", hash = "sha256:5ddbd045cfcb073db2449563dd479057f2c2b681ebc232380e63ef15edc9c023"},
+    {file = "httptools-0.7.1.tar.gz", hash = "sha256:abd72556974f8e7c74a259655924a717a2365b236c882c3f6f8a45fe94703ac9"},
 ]
 
-[package.extras]
-test = ["Cython (>=0.29.24)"]
-
 [[package]]
 name = "httpx"
 version = "0.27.2"
@@ -1668,6 +1768,19 @@ http2 = ["h2 (>=3,<5)"]
 socks = ["socksio (==1.*)"]
 zstd = ["zstandard (>=0.18.0)"]
 
+[[package]]
+name = "httpx-sse"
+version = "0.4.3"
+description = "Consume Server-Sent Event (SSE) messages with HTTPX."
+optional = true
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "extra == \"ragas\""
+files = [
+    {file = "httpx_sse-0.4.3-py3-none-any.whl", hash = "sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc"},
+    {file = "httpx_sse-0.4.3.tar.gz", hash = "sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d"},
+]
+
 [[package]]
 name = "huggingface-hub"
 version = "0.21.4"
@@ -1718,16 +1831,32 @@ files = [
 [package.dependencies]
 pyreadline3 = {version = "*", markers = "sys_platform == \"win32\" and python_version >= \"3.8\""}
 
+[[package]]
+name = "identify"
+version = "2.6.15"
+description = "File identification library for Python"
+optional = false
+python-versions = ">=3.9"
+groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
+files = [
+    {file = "identify-2.6.15-py2.py3-none-any.whl", hash = "sha256:1181ef7608e00704db228516541eb83a88a9f94433a8c80bb9b5bd54b1d81757"},
+    {file = "identify-2.6.15.tar.gz", hash = "sha256:e4f4864b96c6557ef2a1e1c951771838f4edc9df3a72ec7118b338801b11c7bf"},
+]
+
+[package.extras]
+license = ["ukkonen"]
+
 [[package]]
 name = "idna"
-version = "3.10"
+version = "3.11"
 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 groups = ["main", "dev"]
 files = [
-    {file = "idna-3.10-py3-none-any.whl", hash = "sha256:946d195a0d259cbba61165e88e65941f16e9b36ea6ddb97f00452bae8b1287d3"},
-    {file = "idna-3.10.tar.gz", hash = "sha256:12f65c9b470abda6dc35cf8e63cc574b1c52b11df2c86030af0ac09b01b13ea9"},
+    {file = "idna-3.11-py3-none-any.whl", hash = "sha256:771a87f49d9defaf64091e6e6fe9c18d4833f140bd19464795bc32d966ca37ea"},
+    {file = "idna-3.11.tar.gz", hash = "sha256:795dafcc9c04ed0c1fb032c2aa73654d8e8c5023a7df64a53f39190ada629902"},
 ]
 
 [package.extras]
@@ -1747,14 +1876,14 @@ files = [
 
 [[package]]
 name = "importlib-metadata"
-version = "8.7.0"
+version = "8.7.1"
 description = "Read metadata from Python packages"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "importlib_metadata-8.7.0-py3-none-any.whl", hash = "sha256:e5dd1551894c77868a30651cef00984d50e1002d06942a7101d34870c5f02afd"},
-    {file = "importlib_metadata-8.7.0.tar.gz", hash = "sha256:d13b81ad223b890aa16c5471f2ac3056cf76c5f10f82d6f9292f0b415f389000"},
+    {file = "importlib_metadata-8.7.1-py3-none-any.whl", hash = "sha256:5a1f80bf1daa489495071efbb095d75a634cf28a8bc299581244063b53176151"},
+    {file = "importlib_metadata-8.7.1.tar.gz", hash = "sha256:49fef1ae6440c182052f407c8d34a68f72efc36db9ca90dc0113398f2fdde8bb"},
 ]
 
 [package.dependencies]
@@ -1764,10 +1893,10 @@ zipp = ">=3.20"
 check = ["pytest-checkdocs (>=2.4)", "pytest-ruff (>=0.2.1) ; sys_platform != \"cygwin\""]
 cover = ["pytest-cov"]
 doc = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-enabler = ["pytest-enabler (>=2.2)"]
+enabler = ["pytest-enabler (>=3.4)"]
 perf = ["ipython"]
-test = ["flufl.flake8", "importlib_resources (>=1.3) ; python_version < \"3.9\"", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
-type = ["pytest-mypy"]
+test = ["flufl.flake8", "jaraco.test (>=5.4)", "packaging", "pyfakefs", "pytest (>=6,!=8.1.*)", "pytest-perf (>=0.9.2)"]
+type = ["mypy (<1.19) ; platform_python_implementation == \"PyPy\"", "pytest-mypy (>=1.0.1)"]
 
 [[package]]
 name = "importlib-resources"
@@ -1792,27 +1921,27 @@ type = ["pytest-mypy"]
 
 [[package]]
 name = "iniconfig"
-version = "2.1.0"
+version = "2.3.0"
 description = "brain-dead simple config-ini parsing"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.10"
 groups = ["dev"]
 files = [
-    {file = "iniconfig-2.1.0-py3-none-any.whl", hash = "sha256:9deba5723312380e77435581c6bf4935c94cbfab9b1ed33ef8d238ea168eb760"},
-    {file = "iniconfig-2.1.0.tar.gz", hash = "sha256:3abbd2e30b36733fee78f9c7f7308f2d0050e88f0087fd25c2645f63c773e1c7"},
+    {file = "iniconfig-2.3.0-py3-none-any.whl", hash = "sha256:f631c04d2c48c52b84d0d0549c99ff3859c98df65b3101406327ecc7d53fbf12"},
+    {file = "iniconfig-2.3.0.tar.gz", hash = "sha256:c76315c77db068650d49c5b56314774a7804df16fee4402c1f19d6d15d8c4730"},
 ]
 
 [[package]]
 name = "instructor"
-version = "1.11.3"
+version = "1.13.0"
 description = "structured outputs for llm"
 optional = false
 python-versions = "<4.0,>=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\""
+markers = "python_version < \"3.14\" or extra == \"ragas\""
 files = [
-    {file = "instructor-1.11.3-py3-none-any.whl", hash = "sha256:9ecd7a3780a045506165debad2ddcc4a30e1057f06997973185f356b0a42c6e3"},
-    {file = "instructor-1.11.3.tar.gz", hash = "sha256:6f58fea6fadfa228c411ecdedad4662230c456718f4a770a97a806dcb36b3287"},
+    {file = "instructor-1.13.0-py3-none-any.whl", hash = "sha256:2b735b6ea0d3194548369a18254f1dde83cb5ec0b182de77adbadd8be73caddc"},
+    {file = "instructor-1.13.0.tar.gz", hash = "sha256:bf838a5c503fafdd034a9b1f8544c5e1f62462eea9f89932bc75c116ad35ab5a"},
 ]
 
 [package.dependencies]
@@ -1820,34 +1949,36 @@ aiohttp = ">=3.9.1,<4.0.0"
 diskcache = ">=5.6.3"
 docstring-parser = ">=0.16,<1.0"
 jinja2 = ">=3.1.4,<4.0.0"
-jiter = ">=0.6.1,<0.11"
-openai = ">=1.70.0,<2.0.0"
+jiter = ">=0.6.1,<0.12"
+openai = ">=2.0.0,<3.0.0"
+pre-commit = ">=4.3.0"
 pydantic = ">=2.8.0,<3.0.0"
 pydantic-core = ">=2.18.0,<3.0.0"
 requests = ">=2.32.3,<3.0.0"
 rich = ">=13.7.0,<15.0.0"
 tenacity = ">=8.2.3,<10.0.0"
+ty = ">=0.0.1a23"
 typer = ">=0.9.0,<1.0.0"
 
 [package.extras]
-anthropic = ["anthropic (==0.53.0)", "xmltodict (>=0.13,<0.15)"]
+anthropic = ["anthropic (==0.71.0)", "xmltodict (>=0.13,<1.1)"]
 bedrock = ["boto3 (>=1.34.0,<2.0.0)"]
 cerebras-cloud-sdk = ["cerebras-cloud-sdk (>=1.5.0,<2.0.0)"]
 cohere = ["cohere (>=5.1.8,<6.0.0)"]
-datasets = ["datasets (>=3.0.1,<4.0.0)"]
-dev = ["coverage (>=7.3.2,<8.0.0)", "jsonref (>=1.1.0,<2.0.0)", "pre-commit (>=4.2.0)", "pyright (<2.0.0)", "pytest (>=8.3.3,<9.0.0)", "pytest-asyncio (>=0.24.0,<1.0.0)", "pytest-examples (>=0.0.15)", "pytest-xdist (>=3.8.0)", "python-dotenv (>=1.0.1)"]
-docs = ["mkdocs (>=1.6.1,<2.0.0)", "mkdocs-jupyter (>=0.24.6,<0.26.0)", "mkdocs-material (>=9.6.14)", "mkdocs-material-extensions (>=1.3.1)", "mkdocs-material[imaging] (>=9.5.9,<10.0.0)", "mkdocs-minify-plugin (>=0.8.0,<1.0.0)", "mkdocs-redirects (>=1.2.1,<2.0.0)", "mkdocs-rss-plugin (>=1.12.0,<2.0.0)", "mkdocstrings (>=0.27.1,<0.30.0)", "mkdocstrings-python (>=1.12.2,<2.0.0)", "pytest-examples (>=0.0.15)"]
+datasets = ["datasets (>=3.0.1,<5.0.0)"]
+dev = ["coverage (>=7.3.2,<8.0.0)", "jsonref (>=1.1.0,<2.0.0)", "pre-commit (>=4.2.0)", "pytest (>=8.3.3,<9.0.0)", "pytest-asyncio (>=0.24.0,<2.0.0)", "pytest-examples (>=0.0.15)", "pytest-xdist (>=3.8.0)", "python-dotenv (>=1.0.1)"]
+docs = ["mkdocs (>=1.6.1,<2.0.0)", "mkdocs-jupyter (>=0.24.6,<0.26.0)", "mkdocs-material (>=9.6.14)", "mkdocs-material-extensions (>=1.3.1)", "mkdocs-material[imaging] (>=9.5.9,<10.0.0)", "mkdocs-minify-plugin (>=0.8.0,<1.0.0)", "mkdocs-redirects (>=1.2.1,<2.0.0)", "mkdocs-rss-plugin (>=1.12.0,<2.0.0)", "mkdocstrings (>=0.27.1,<0.31.0)", "mkdocstrings-python (>=1.12.2,<2.0.0)", "pytest-examples (>=0.0.15)"]
 fireworks-ai = ["fireworks-ai (>=0.15.4,<1.0.0)"]
 google-genai = ["google-genai (>=1.5.0)", "jsonref (>=1.1.0,<2.0.0)"]
 graphviz = ["graphviz (>=0.20.3,<1.0.0)"]
-groq = ["groq (>=0.4.2,<0.27.0)"]
+groq = ["groq (>=0.4.2,<0.34.0)"]
 litellm = ["litellm (>=1.35.31,<2.0.0)"]
 mistral = ["mistralai (>=1.5.1,<2.0.0)"]
-perplexity = ["openai (>=1.52.0,<2.0.0)"]
+perplexity = ["openai (>=2.0.0,<3.0.0)"]
 phonenumbers = ["phonenumbers (>=8.13.33,<10.0.0)"]
 pydub = ["pydub (>=0.25.1,<1.0.0)"]
 sqlmodel = ["sqlmodel (>=0.0.22,<1.0.0)"]
-test-docs = ["diskcache (>=5.6.3,<6.0.0)", "fastapi (>=0.109.2,<0.116.0)", "litellm (>=1.35.31,<2.0.0)", "mistralai (>=1.5.1,<2.0.0)", "pandas (>=2.2.0,<3.0.0)", "pydantic-extra-types (>=2.6.0,<3.0.0)", "redis (>=5.0.1,<7.0.0)", "tabulate (>=0.9.0,<1.0.0)"]
+test-docs = ["diskcache (>=5.6.3,<6.0.0)", "fastapi (>=0.109.2,<0.121.0)", "litellm (>=1.35.31,<2.0.0)", "mistralai (>=1.5.1,<2.0.0)", "pandas (>=2.2.0,<3.0.0)", "pydantic-extra-types (>=2.6.0,<3.0.0)", "redis (>=5.0.1,<8.0.0)", "tabulate (>=0.9.0,<1.0.0)"]
 trafilatura = ["trafilatura (>=1.12.2,<3.0.0)"]
 vertexai = ["google-cloud-aiplatform (>=1.53.0,<2.0.0)", "jsonref (>=1.1.0,<2.0.0)"]
 writer = ["writer-sdk (>=2.2.0,<3.0.0)"]
@@ -1855,15 +1986,15 @@ xai = ["python-dotenv (>=1.0.0)", "xai-sdk (>=0.2.0) ; python_version >= \"3.10\
 
 [[package]]
 name = "ipython"
-version = "8.37.0"
+version = "8.38.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 markers = "python_version == \"3.10\""
 files = [
-    {file = "ipython-8.37.0-py3-none-any.whl", hash = "sha256:ed87326596b878932dbcb171e3e698845434d8c61b8d8cd474bf663041a9dcf2"},
-    {file = "ipython-8.37.0.tar.gz", hash = "sha256:ca815841e1a41a1e6b73a0b08f3038af9b2252564d01fc405356d34033012216"},
+    {file = "ipython-8.38.0-py3-none-any.whl", hash = "sha256:750162629d800ac65bb3b543a14e7a74b0e88063eac9b92124d4b2aa3f6d8e86"},
+    {file = "ipython-8.38.0.tar.gz", hash = "sha256:9cfea8c903ce0867cc2f23199ed8545eb741f3a69420bfcf3743ad1cec856d39"},
 ]
 
 [package.dependencies]
@@ -1895,37 +2026,37 @@ test-extra = ["curio", "ipython[test]", "jupyter_ai", "matplotlib (!=3.2.0)", "n
 
 [[package]]
 name = "ipython"
-version = "9.6.0"
+version = "9.9.0"
 description = "IPython: Productive Interactive Computing"
 optional = false
 python-versions = ">=3.11"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and python_version < \"3.14\""
+markers = "python_version <= \"3.13\" and python_version >= \"3.11\""
 files = [
-    {file = "ipython-9.6.0-py3-none-any.whl", hash = "sha256:5f77efafc886d2f023442479b8149e7d86547ad0a979e9da9f045d252f648196"},
-    {file = "ipython-9.6.0.tar.gz", hash = "sha256:5603d6d5d356378be5043e69441a072b50a5b33b4503428c77b04cb8ce7bc731"},
+    {file = "ipython-9.9.0-py3-none-any.whl", hash = "sha256:b457fe9165df2b84e8ec909a97abcf2ed88f565970efba16b1f7229c283d252b"},
+    {file = "ipython-9.9.0.tar.gz", hash = "sha256:48fbed1b2de5e2c7177eefa144aba7fcb82dac514f09b57e2ac9da34ddb54220"},
 ]
 
 [package.dependencies]
-colorama = {version = "*", markers = "sys_platform == \"win32\""}
-decorator = "*"
-ipython-pygments-lexers = "*"
-jedi = ">=0.16"
-matplotlib-inline = "*"
+colorama = {version = ">=0.4.4", markers = "sys_platform == \"win32\""}
+decorator = ">=4.3.2"
+ipython-pygments-lexers = ">=1.0.0"
+jedi = ">=0.18.1"
+matplotlib-inline = ">=0.1.5"
 pexpect = {version = ">4.3", markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\""}
 prompt_toolkit = ">=3.0.41,<3.1.0"
-pygments = ">=2.4.0"
-stack_data = "*"
+pygments = ">=2.11.0"
+stack_data = ">=0.6.0"
 traitlets = ">=5.13.0"
 typing_extensions = {version = ">=4.6", markers = "python_version < \"3.12\""}
 
 [package.extras]
-all = ["ipython[doc,matplotlib,test,test-extra]"]
+all = ["argcomplete (>=3.0)", "ipython[doc,matplotlib,terminal,test,test-extra]"]
 black = ["black"]
-doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[matplotlib,test]", "setuptools (>=61.2)", "sphinx (>=1.3)", "sphinx-rtd-theme", "sphinx_toml (==0.0.4)", "typing_extensions"]
-matplotlib = ["matplotlib (>3.7)"]
-test = ["packaging", "pytest", "pytest-asyncio", "testpath"]
-test-extra = ["curio", "ipykernel", "ipython[matplotlib]", "ipython[test]", "jupyter_ai", "nbclient", "nbformat", "numpy (>=1.25)", "pandas (>2.0)", "trio"]
+doc = ["docrepr", "exceptiongroup", "intersphinx_registry", "ipykernel", "ipython[matplotlib,test]", "setuptools (>=70.0)", "sphinx (>=8.0)", "sphinx-rtd-theme (>=0.1.8)", "sphinx_toml (==0.0.4)", "typing_extensions"]
+matplotlib = ["matplotlib (>3.9)"]
+test = ["packaging (>=20.1.0)", "pytest (>=7.0.0)", "pytest-asyncio (>=1.0.0)", "setuptools (>=61.2)", "testpath (>=0.2)"]
+test-extra = ["curio", "ipykernel (>6.30)", "ipython[matplotlib]", "ipython[test]", "jupyter_ai", "nbclient", "nbformat", "numpy (>=1.27)", "pandas (>2.1)", "trio (>=0.1.0)"]
 
 [[package]]
 name = "ipython-pygments-lexers"
@@ -1934,7 +2065,7 @@ description = "Defines a variety of Pygments lexers for highlighting IPython cod
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and python_version < \"3.14\""
+markers = "python_version <= \"3.13\" and python_version >= \"3.11\""
 files = [
     {file = "ipython_pygments_lexers-1.1.1-py3-none-any.whl", hash = "sha256:a9462224a505ade19a605f71f8fa63c2048833ce50abc86768a0d81d876dc81c"},
     {file = "ipython_pygments_lexers-1.1.1.tar.gz", hash = "sha256:09c0138009e56b6854f9535736f4171d855c8c08a563a0dcd8022f78355c7e81"},
@@ -1975,7 +2106,7 @@ files = [
     {file = "jinja2-3.1.6-py3-none-any.whl", hash = "sha256:85ece4451f492d0c13c5dd7c13a64681a86afae63a5f347908daf103ce6d2f67"},
     {file = "jinja2-3.1.6.tar.gz", hash = "sha256:0137fb05990d35f1275a587e9aee6d56da821fc83491a0fb838183be43f66d6d"},
 ]
-markers = {main = "python_version < \"3.14\""}
+markers = {main = "python_version < \"3.14\" or extra == \"ragas\""}
 
 [package.dependencies]
 MarkupSafe = ">=2.0"
@@ -1985,90 +2116,115 @@ i18n = ["Babel (>=2.7)"]
 
 [[package]]
 name = "jiter"
-version = "0.10.0"
+version = "0.11.1"
 description = "Fast iterable JSON parser."
 optional = false
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 ]
 
-[package.extras]
-dev = ["build (==1.2.2.post1)", "coverage (==7.5.4) ; python_version < \"3.9\"", "coverage (==7.8.0) ; python_version >= \"3.9\"", "mypy (==1.14.1) ; python_version < \"3.9\"", "mypy (==1.15.0) ; python_version >= \"3.9\"", "pip (==25.0.1)", "pylint (==3.2.7) ; python_version < \"3.9\"", "pylint (==3.3.6) ; python_version >= \"3.9\"", "ruff (==0.11.2)", "twine (==6.1.0)", "uv (==0.6.11)"]
-
 [[package]]
 name = "jsonpatch"
 version = "1.33"
@@ -2199,28 +2352,27 @@ referencing = ">=0.31.0"
 
 [[package]]
 name = "kubernetes"
-version = "33.1.0"
+version = "34.1.0"
 description = "Kubernetes python client"
 optional = false
 python-versions = ">=3.6"
 groups = ["main"]
 markers = "python_version < \"3.14\""
 files = [
-    {file = "kubernetes-33.1.0-py2.py3-none-any.whl", hash = "sha256:544de42b24b64287f7e0aa9513c93cb503f7f40eea39b20f66810011a86eabc5"},
-    {file = "kubernetes-33.1.0.tar.gz", hash = "sha256:f64d829843a54c251061a8e7a14523b521f2dc5c896cf6d65ccf348648a88993"},
+    {file = "kubernetes-34.1.0-py2.py3-none-any.whl", hash = "sha256:bffba2272534e224e6a7a74d582deb0b545b7c9879d2cd9e4aae9481d1f2cc2a"},
+    {file = "kubernetes-34.1.0.tar.gz", hash = "sha256:8fe8edb0b5d290a2f3ac06596b23f87c658977d46b5f8df9d0f4ea83d0003912"},
 ]
 
 [package.dependencies]
 certifi = ">=14.05.14"
 durationpy = ">=0.7"
 google-auth = ">=1.0.1"
-oauthlib = ">=3.2.2"
 python-dateutil = ">=2.5.3"
 pyyaml = ">=5.4.1"
 requests = "*"
 requests-oauthlib = "*"
 six = ">=1.9.0"
-urllib3 = ">=1.24.2"
+urllib3 = ">=1.24.2,<2.4.0"
 websocket-client = ">=0.32.0,<0.40.0 || >0.40.0,<0.41.dev0 || >=0.43.dev0"
 
 [package.extras]
@@ -2228,45 +2380,47 @@ adal = ["adal (>=1.0.2)"]
 
 [[package]]
 name = "langchain"
-version = "0.2.17"
+version = "0.3.27"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0,>=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain-0.2.17-py3-none-any.whl", hash = "sha256:a97a33e775f8de074370aecab95db148b879c794695d9e443c95457dce5eb525"},
-    {file = "langchain-0.2.17.tar.gz", hash = "sha256:5a99ce94aae05925851777dba45cbf2c475565d1e91cbe7d82c5e329d514627e"},
+    {file = "langchain-0.3.27-py3-none-any.whl", hash = "sha256:7b20c4f338826acb148d885b20a73a16e410ede9ee4f19bb02011852d5f98798"},
+    {file = "langchain-0.3.27.tar.gz", hash = "sha256:aa6f1e6274ff055d0fd36254176770f356ed0a8994297d1df47df341953cec62"},
 ]
 
 [package.dependencies]
-aiohttp = ">=3.8.3,<4.0.0"
 async-timeout = {version = ">=4.0.0,<5.0.0", markers = "python_version < \"3.11\""}
-langchain-core = ">=0.2.43,<0.3.0"
-langchain-text-splitters = ">=0.2.0,<0.3.0"
-langsmith = ">=0.1.17,<0.2.0"
-numpy = [
-    {version = ">=1,<2", markers = "python_version < \"3.12\""},
-    {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
-]
-pydantic = ">=1,<3"
+langchain-core = ">=0.3.72,<1.0.0"
+langchain-text-splitters = ">=0.3.9,<1.0.0"
+langsmith = ">=0.1.17"
+pydantic = ">=2.7.4,<3.0.0"
 PyYAML = ">=5.3"
 requests = ">=2,<3"
 SQLAlchemy = ">=1.4,<3"
-tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
+
+[package.extras]
+anthropic = ["langchain-anthropic"]
+aws = ["langchain-aws"]
+azure-ai = ["langchain-azure-ai"]
+cohere = ["langchain-cohere"]
+community = ["langchain-community"]
+deepseek = ["langchain-deepseek"]
+fireworks = ["langchain-fireworks"]
+google-genai = ["langchain-google-genai"]
+google-vertexai = ["langchain-google-vertexai"]
+groq = ["langchain-groq"]
+huggingface = ["langchain-huggingface"]
+mistralai = ["langchain-mistralai"]
+ollama = ["langchain-ollama"]
+openai = ["langchain-openai"]
+perplexity = ["langchain-perplexity"]
+together = ["langchain-together"]
+xai = ["langchain-xai"]
 
 [[package]]
 name = "langchain-community"
-<<<<<<< HEAD
-version = "0.2.19"
-description = "Community contributed LangChain integrations."
-optional = true
-python-versions = "<4.0,>=3.8.1"
-groups = ["main"]
-markers = "extra == \"ragas\""
-files = [
-    {file = "langchain_community-0.2.19-py3-none-any.whl", hash = "sha256:651d761f2d37d63f89de75d65858f6c7f6ea99c455622e9c13ca041622dad0c5"},
-    {file = "langchain_community-0.2.19.tar.gz", hash = "sha256:74f8db6992d03668c3d82e0d896845c413d167dad3b8e349fb2a9a57fd2d1396"},
-=======
 version = "0.3.31"
 description = "Community contributed LangChain integrations."
 optional = true
@@ -2276,25 +2430,10 @@ markers = "extra == \"ragas\""
 files = [
     {file = "langchain_community-0.3.31-py3-none-any.whl", hash = "sha256:1c727e3ebbacd4d891b07bd440647668001cea3e39cbe732499ad655ec5cb569"},
     {file = "langchain_community-0.3.31.tar.gz", hash = "sha256:250e4c1041539130f6d6ac6f9386cb018354eafccd917b01a4cff1950b80fd81"},
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 ]
 
 [package.dependencies]
 aiohttp = ">=3.8.3,<4.0.0"
-<<<<<<< HEAD
-dataclasses-json = ">=0.5.7,<0.7"
-langchain = ">=0.2.17,<0.3.0"
-langchain-core = ">=0.2.43,<0.3.0"
-langsmith = ">=0.1.112,<0.2.0"
-numpy = [
-    {version = ">=1,<2", markers = "python_version < \"3.12\""},
-    {version = ">=1.26.0,<2.0.0", markers = "python_version >= \"3.12\""},
-]
-PyYAML = ">=5.3"
-requests = ">=2,<3"
-SQLAlchemy = ">=1.4,<3"
-tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
-=======
 dataclasses-json = ">=0.6.7,<0.7.0"
 httpx-sse = ">=0.4.0,<1.0.0"
 langchain = ">=0.3.27,<2.0.0"
@@ -2309,64 +2448,60 @@ PyYAML = ">=5.3.0,<7.0.0"
 requests = ">=2.32.5,<3.0.0"
 SQLAlchemy = ">=1.4.0,<3.0.0"
 tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 
 [[package]]
 name = "langchain-core"
-version = "0.2.43"
+version = "0.3.81"
 description = "Building applications with LLMs through composability"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0.0,>=3.9.0"
 groups = ["main"]
 files = [
-    {file = "langchain_core-0.2.43-py3-none-any.whl", hash = "sha256:619601235113298ebf8252a349754b7c28d3cf7166c7c922da24944b78a9363a"},
-    {file = "langchain_core-0.2.43.tar.gz", hash = "sha256:42c2ef6adedb911f4254068b6adc9eb4c4075f6c8cb3d83590d3539a815695f5"},
+    {file = "langchain_core-0.3.81-py3-none-any.whl", hash = "sha256:d0f34c88254d78ccb1b9a038f860d13dea90186045026fd8fc3e1265eed73a4e"},
+    {file = "langchain_core-0.3.81.tar.gz", hash = "sha256:0473e7cffbba06017393f2f1ee116da098c298e4ec478ada91d321f42dff921c"},
 ]
 
 [package.dependencies]
-jsonpatch = ">=1.33,<2.0"
-langsmith = ">=0.1.112,<0.2.0"
-packaging = ">=23.2,<25"
-pydantic = [
-    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
-    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
-]
-PyYAML = ">=5.3"
-tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<9.0.0"
-typing-extensions = ">=4.7"
+jsonpatch = ">=1.33.0,<2.0.0"
+langsmith = ">=0.3.45,<1.0.0"
+packaging = ">=23.2.0,<26.0.0"
+pydantic = ">=2.7.4,<3.0.0"
+PyYAML = ">=5.3.0,<7.0.0"
+tenacity = ">=8.1.0,<8.4.0 || >8.4.0,<10.0.0"
+typing-extensions = ">=4.7.0,<5.0.0"
 
 [[package]]
 name = "langchain-openai"
-version = "0.1.7"
+version = "0.3.35"
 description = "An integration package connecting OpenAI and LangChain"
 optional = true
-python-versions = "<4.0,>=3.8.1"
+python-versions = "<4.0.0,>=3.9.0"
 groups = ["main"]
 markers = "extra == \"ragas\""
 files = [
-    {file = "langchain_openai-0.1.7-py3-none-any.whl", hash = "sha256:39c3cb22bb739900ae8294d4d9939a6138c0ca7ad11198e57038eb14c08d04ec"},
-    {file = "langchain_openai-0.1.7.tar.gz", hash = "sha256:fd7e1c33ba8e2cab4b2154f3a2fd4a0d9cc6518b41cf49bb87255f9f732a4896"},
+    {file = "langchain_openai-0.3.35-py3-none-any.whl", hash = "sha256:76d5707e6e81fd461d33964ad618bd326cb661a1975cef7c1cb0703576bdada5"},
+    {file = "langchain_openai-0.3.35.tar.gz", hash = "sha256:fa985fd041c3809da256a040c98e8a43e91c6d165b96dcfeb770d8bd457bf76f"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.1.46,<0.3"
-openai = ">=1.24.0,<2.0.0"
-tiktoken = ">=0.7,<1"
+langchain-core = ">=0.3.78,<1.0.0"
+openai = ">=1.104.2,<3.0.0"
+tiktoken = ">=0.7.0,<1.0.0"
 
 [[package]]
 name = "langchain-text-splitters"
-version = "0.2.4"
+version = "0.3.11"
 description = "LangChain text splitting utilities"
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "langchain_text_splitters-0.2.4-py3-none-any.whl", hash = "sha256:2702dee5b7cbdd595ccbe43b8d38d01a34aa8583f4d6a5a68ad2305ae3e7b645"},
-    {file = "langchain_text_splitters-0.2.4.tar.gz", hash = "sha256:f7daa7a3b0aa8309ce248e2e2b6fc8115be01118d336c7f7f7dfacda0e89bf29"},
+    {file = "langchain_text_splitters-0.3.11-py3-none-any.whl", hash = "sha256:cf079131166a487f1372c8ab5d0bfaa6c0a4291733d9c43a34a16ac9bcd6a393"},
+    {file = "langchain_text_splitters-0.3.11.tar.gz", hash = "sha256:7a50a04ada9a133bbabb80731df7f6ddac51bc9f1b9cab7fa09304d71d38a6cc"},
 ]
 
 [package.dependencies]
-langchain-core = ">=0.2.38,<0.3.0"
+langchain-core = ">=0.3.75,<2.0.0"
 
 [[package]]
 name = "langgraph"
@@ -2422,29 +2557,33 @@ orjson = ">=3.10.1"
 
 [[package]]
 name = "langsmith"
-<<<<<<< HEAD
-version = "0.1.147"
-description = "Client library to connect to the LangSmith LLM Tracing and Evaluation Platform."
+version = "0.6.1"
+description = "Client library to connect to the LangSmith Observability and Evaluation Platform."
 optional = false
-python-versions = "<4.0,>=3.8.1"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
-    {file = "langsmith-0.1.147-py3-none-any.whl", hash = "sha256:7166fc23b965ccf839d64945a78e9f1157757add228b086141eb03a60d699a15"},
-    {file = "langsmith-0.1.147.tar.gz", hash = "sha256:2e933220318a4e73034657103b3b1a3a6109cc5db3566a7e8e03be8d6d7def7a"},
+    {file = "langsmith-0.6.1-py3-none-any.whl", hash = "sha256:cad1f0a5cb8baf01490d2d90b7515d2cecc31648237bf070d2e6c0e7d58a2079"},
+    {file = "langsmith-0.6.1.tar.gz", hash = "sha256:bf35f9ffa592d602d5b11d23890d51342f321ac7f5e0cb6a22ab48fbdb88853a"},
 ]
 
 [package.dependencies]
 httpx = ">=0.23.0,<1"
-orjson = {version = ">=3.9.14,<4.0.0", markers = "platform_python_implementation != \"PyPy\""}
-pydantic = [
-    {version = ">=1,<3", markers = "python_full_version < \"3.12.4\""},
-    {version = ">=2.7.4,<3.0.0", markers = "python_full_version >= \"3.12.4\""},
-]
-requests = ">=2,<3"
-requests-toolbelt = ">=1.0.0,<2.0.0"
+orjson = {version = ">=3.9.14", markers = "platform_python_implementation != \"PyPy\""}
+packaging = ">=23.2"
+pydantic = ">=2,<3"
+requests = ">=2.0.0"
+requests-toolbelt = ">=1.0.0"
+uuid-utils = ">=0.12.0,<1.0"
+zstandard = ">=0.23.0"
 
 [package.extras]
-langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2,<0.2.0)"]
+claude-agent-sdk = ["claude-agent-sdk (>=0.1.0) ; python_version >= \"3.10\""]
+langsmith-pyo3 = ["langsmith-pyo3 (>=0.1.0rc2)"]
+openai-agents = ["openai-agents (>=0.0.3)"]
+otel = ["opentelemetry-api (>=1.30.0)", "opentelemetry-exporter-otlp-proto-http (>=1.30.0)", "opentelemetry-sdk (>=1.30.0)"]
+pytest = ["pytest (>=7.0.0)", "rich (>=13.9.4)", "vcrpy (>=7.0.0)"]
+vcr = ["vcrpy (>=7.0.0)"]
 
 [[package]]
 name = "librt"
@@ -2454,13 +2593,6 @@ optional = false
 python-versions = ">=3.9"
 groups = ["dev"]
 markers = "platform_python_implementation != \"PyPy\""
-=======
-version = "0.6.1"
-description = "Client library to connect to the LangSmith Observability and Evaluation Platform."
-optional = false
-python-versions = ">=3.10"
-groups = ["main"]
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 files = [
     {file = "librt-0.7.7-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e4836c5645f40fbdc275e5670819bde5ab5f2e882290d304e3c6ddab1576a6d0"},
     {file = "librt-0.7.7-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:6ae8aec43117a645a31e5f60e9e3a0797492e747823b9bda6972d521b436b4e8"},
@@ -2695,19 +2827,19 @@ files = [
     {file = "markupsafe-3.0.3-cp39-cp39-win_arm64.whl", hash = "sha256:38664109c14ffc9e7437e86b4dceb442b0096dfe3541d7864d9cbe1da4cf36c8"},
     {file = "markupsafe-3.0.3.tar.gz", hash = "sha256:722695808f4b6457b320fdc131280796bdceb04ab50fe1795cd540799ebe1698"},
 ]
-markers = {main = "python_version < \"3.14\""}
+markers = {main = "python_version < \"3.14\" or extra == \"ragas\""}
 
 [[package]]
 name = "marshmallow"
-version = "3.26.1"
+version = "3.26.2"
 description = "A lightweight library for converting complex datatypes to and from native Python datatypes."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"ragas\""
 files = [
-    {file = "marshmallow-3.26.1-py3-none-any.whl", hash = "sha256:3350409f20a70a7e4e11a27661187b77cdcaeb20abca41c1454fe33636bea09c"},
-    {file = "marshmallow-3.26.1.tar.gz", hash = "sha256:e6d8affb6cb61d39d26402096dc0aee12d5a26d490a121f118d2e81dc0719dc6"},
+    {file = "marshmallow-3.26.2-py3-none-any.whl", hash = "sha256:013fa8a3c4c276c24d26d84ce934dc964e2aa794345a0f8c7e5a7191482c8a73"},
+    {file = "marshmallow-3.26.2.tar.gz", hash = "sha256:bbe2adb5a03e6e3571b573f42527c6fe926e17467833660bebd11593ab8dfd57"},
 ]
 
 [package.dependencies]
@@ -2720,20 +2852,23 @@ tests = ["pytest", "simplejson"]
 
 [[package]]
 name = "matplotlib-inline"
-version = "0.1.7"
+version = "0.2.1"
 description = "Inline Matplotlib backend for Jupyter"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "python_version < \"3.14\""
 files = [
-    {file = "matplotlib_inline-0.1.7-py3-none-any.whl", hash = "sha256:df192d39a4ff8f21b1895d72e6a13f5fcc5099f00fa84384e0ea28c2cc0653ca"},
-    {file = "matplotlib_inline-0.1.7.tar.gz", hash = "sha256:8423b23ec666be3d16e16b60bdd8ac4e86e840ebd1dd11a30b9f117f2fa0ab90"},
+    {file = "matplotlib_inline-0.2.1-py3-none-any.whl", hash = "sha256:d56ce5156ba6085e00a9d54fead6ed29a9c47e215cd1bba2e976ef39f5710a76"},
+    {file = "matplotlib_inline-0.2.1.tar.gz", hash = "sha256:e1ee949c340d771fc39e241ea75683deb94762c8fa5f2927ec57c83c4dffa9fe"},
 ]
 
 [package.dependencies]
 traitlets = "*"
 
+[package.extras]
+test = ["flake8", "nbdime", "nbval", "notebook", "pytest"]
+
 [[package]]
 name = "mdurl"
 version = "0.1.2"
@@ -2907,122 +3042,159 @@ tests = ["pytest (>=4.6)"]
 
 [[package]]
 name = "multidict"
-version = "6.6.4"
+version = "6.7.0"
 description = "multidict implementation"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
 files = [
-    {file = "multidict-6.6.4-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:b8aa6f0bd8125ddd04a6593437bad6a7e70f300ff4180a531654aa2ab3f6d58f"},
-    {file = "multidict-6.6.4-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:b9e5853bbd7264baca42ffc53391b490d65fe62849bf2c690fa3f6273dbcd0cb"},
-    {file = "multidict-6.6.4-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:0af5f9dee472371e36d6ae38bde009bd8ce65ac7335f55dcc240379d7bed1495"},
-    {file = "multidict-6.6.4-cp310-cp310-manylinux1_i686.manylinux2014_i686.manylinux_2_17_i686.manylinux_2_5_i686.whl", hash = "sha256:d24f351e4d759f5054b641c81e8291e5d122af0fca5c72454ff77f7cbe492de8"},
-    {file = "multidict-6.6.4-cp310-cp310-manylinux2014_aarch64.manylinux_2_17_aarch64.manylinux_2_28_aarch64.whl", hash = "sha256:db6a3810eec08280a172a6cd541ff4a5f6a97b161d93ec94e6c4018917deb6b7"},
-    {file = "multidict-6.6.4-cp310-cp310-manylinux2014_armv7l.manylinux_2_17_armv7l.manylinux_2_31_armv7l.whl", hash = "sha256:a1b20a9d56b2d81e2ff52ecc0670d583eaabaa55f402e8d16dd062373dbbe796"},
-    {file = "multidict-6.6.4-cp310-cp310-manylinux2014_ppc64le.manylinux_2_17_ppc64le.manylinux_2_28_ppc64le.whl", hash = "sha256:8c9854df0eaa610a23494c32a6f44a3a550fb398b6b51a56e8c6b9b3689578db"},
-    {file = "multidict-6.6.4-cp310-cp310-manylinux2014_s390x.manylinux_2_17_s390x.manylinux_2_28_s390x.whl", hash = "sha256:4bb7627fd7a968f41905a4d6343b0d63244a0623f006e9ed989fa2b78f4438a0"},
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 ]
 
 [package.dependencies]
@@ -3165,26 +3337,41 @@ test = ["pytest (>=7.2)", "pytest-cov (>=4.0)"]
 
 [[package]]
 name = "networkx"
-version = "3.5"
+version = "3.6.1"
 description = "Python package for creating and manipulating graphs and networks"
 optional = false
-python-versions = ">=3.11"
+python-versions = "!=3.14.1,>=3.11"
 groups = ["main"]
-markers = "python_version >= \"3.11\" and python_version < \"3.14\""
+markers = "python_version <= \"3.13\" and python_version >= \"3.11\""
 files = [
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-    {file = "networkx-3.5.tar.gz", hash = "sha256:d4c6f9cf81f52d69230866796b82afbccdec3db7ae4fbd1b65ea750feed50037"},
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 ]
 
 [package.extras]
+benchmarking = ["asv", "virtualenv"]
 default = ["matplotlib (>=3.8)", "numpy (>=1.25)", "pandas (>=2.0)", "scipy (>=1.11.2)"]
 developer = ["mypy (>=1.15)", "pre-commit (>=4.1)"]
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 extra = ["lxml (>=4.6)", "pydot (>=3.0.1)", "pygraphviz (>=1.14)", "sympy (>=1.10)"]
+release = ["build (>=0.10)", "changelist (==0.5)", "twine (>=4.0)", "wheel (>=0.40)"]
 test = ["pytest (>=7.2)", "pytest-cov (>=4.0)", "pytest-xdist (>=3.0)"]
 test-extras = ["pytest-mpl", "pytest-randomly"]
 
+[[package]]
+name = "nodeenv"
+version = "1.10.0"
+description = "Node.js virtual environment builder"
+optional = false
+python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,>=2.7"
+groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
+files = [
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+]
+
 [[package]]
 name = "numpy"
 version = "2.2.6"
@@ -3354,35 +3541,35 @@ signedtoken = ["cryptography (>=3.0.0)", "pyjwt (>=2.0.0,<3)"]
 
 [[package]]
 name = "onnxruntime"
-version = "1.23.0"
+version = "1.23.2"
 description = "ONNX Runtime is a runtime accelerator for Machine Learning models"
 optional = false
 python-versions = ">=3.10"
 groups = ["main"]
 markers = "python_version < \"3.14\""
 files = [
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 ]
 
 [package.dependencies]
@@ -3395,29 +3582,29 @@ sympy = "*"
 
 [[package]]
 name = "openai"
-version = "1.109.1"
+version = "2.14.0"
 description = "The official Python library for the openai API"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "python_version < \"3.14\" or extra == \"ragas\""
 files = [
-    {file = "openai-1.109.1-py3-none-any.whl", hash = "sha256:6bcaf57086cf59159b8e27447e4e7dd019db5d29a438072fbd49c290c7e65315"},
-    {file = "openai-1.109.1.tar.gz", hash = "sha256:d173ed8dbca665892a6db099b4a2dfac624f94d20a93f46eb0b56aae940ed869"},
+    {file = "openai-2.14.0-py3-none-any.whl", hash = "sha256:7ea40aca4ffc4c4a776e77679021b47eec1160e341f42ae086ba949c9dcc9183"},
+    {file = "openai-2.14.0.tar.gz", hash = "sha256:419357bedde9402d23bf8f2ee372fca1985a73348debba94bddff06f19459952"},
 ]
 
 [package.dependencies]
 anyio = ">=3.5.0,<5"
 distro = ">=1.7.0,<2"
 httpx = ">=0.23.0,<1"
-jiter = ">=0.4.0,<1"
+jiter = ">=0.10.0,<1"
 pydantic = ">=1.9.0,<3"
 sniffio = "*"
 tqdm = ">4"
 typing-extensions = ">=4.11,<5"
 
 [package.extras]
-aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.8)"]
+aiohttp = ["aiohttp", "httpx-aiohttp (>=0.1.9)"]
 datalib = ["numpy (>=1)", "pandas (>=1.2.3)", "pandas-stubs (>=1.1.0.11)"]
 realtime = ["websockets (>=13,<16)"]
 voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
@@ -3440,14 +3627,14 @@ et-xmlfile = "*"
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.37.0"
+version = "1.39.1"
 description = "OpenTelemetry Python API"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_api-1.37.0-py3-none-any.whl", hash = "sha256:accf2024d3e89faec14302213bc39550ec0f4095d1cf5ca688e1bfb1c8612f47"},
-    {file = "opentelemetry_api-1.37.0.tar.gz", hash = "sha256:540735b120355bd5112738ea53621f8d5edb35ebcd6fe21ada3ab1c61d1cd9a7"},
+    {file = "opentelemetry_api-1.39.1-py3-none-any.whl", hash = "sha256:2edd8463432a7f8443edce90972169b195e7d6a05500cd29e6d13898187c9950"},
+    {file = "opentelemetry_api-1.39.1.tar.gz", hash = "sha256:fbde8c80e1b937a2c61f20347e91c0c18a1940cecf012d62e65a7caf08967c9c"},
 ]
 
 [package.dependencies]
@@ -3456,45 +3643,45 @@ typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp"
-version = "1.37.0"
+version = "1.39.1"
 description = "OpenTelemetry Collector Exporters"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_exporter_otlp-1.37.0-py3-none-any.whl", hash = "sha256:bd44592c6bc7fc3e5c0a9b60f2ee813c84c2800c449e59504ab93f356cc450fc"},
-    {file = "opentelemetry_exporter_otlp-1.37.0.tar.gz", hash = "sha256:f85b1929dd0d750751cc9159376fb05aa88bb7a08b6cdbf84edb0054d93e9f26"},
+    {file = "opentelemetry_exporter_otlp-1.39.1-py3-none-any.whl", hash = "sha256:68ae69775291f04f000eb4b698ff16ff685fdebe5cb52871bc4e87938a7b00fe"},
+    {file = "opentelemetry_exporter_otlp-1.39.1.tar.gz", hash = "sha256:7cf7470e9fd0060c8a38a23e4f695ac686c06a48ad97f8d4867bc9b420180b9c"},
 ]
 
 [package.dependencies]
-opentelemetry-exporter-otlp-proto-grpc = "1.37.0"
-opentelemetry-exporter-otlp-proto-http = "1.37.0"
+opentelemetry-exporter-otlp-proto-grpc = "1.39.1"
+opentelemetry-exporter-otlp-proto-http = "1.39.1"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.37.0"
+version = "1.39.1"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_common-1.37.0-py3-none-any.whl", hash = "sha256:53038428449c559b0c564b8d718df3314da387109c4d36bd1b94c9a641b0292e"},
-    {file = "opentelemetry_exporter_otlp_proto_common-1.37.0.tar.gz", hash = "sha256:c87a1bdd9f41fdc408d9cc9367bb53f8d2602829659f2b90be9f9d79d0bfe62c"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.39.1-py3-none-any.whl", hash = "sha256:08f8a5862d64cc3435105686d0216c1365dc5701f86844a8cd56597d0c764fde"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.39.1.tar.gz", hash = "sha256:763370d4737a59741c89a67b50f9e39271639ee4afc999dadfe768541c027464"},
 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.37.0"
+opentelemetry-proto = "1.39.1"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.37.0"
+version = "1.39.1"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.37.0-py3-none-any.whl", hash = "sha256:aee5104835bf7993b7ddaaf380b6467472abaedb1f1dbfcc54a52a7d781a3890"},
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.37.0.tar.gz", hash = "sha256:f55bcb9fc848ce05ad3dd954058bc7b126624d22c4d9e958da24d8537763bec5"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.39.1-py3-none-any.whl", hash = "sha256:fa1c136a05c7e9b4c09f739469cbdb927ea20b34088ab1d959a849b5cc589c18"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.39.1.tar.gz", hash = "sha256:772eb1c9287485d625e4dbe9c879898e5253fea111d9181140f51291b5fec3ad"},
 ]
 
 [package.dependencies]
@@ -3504,42 +3691,48 @@ grpcio = [
     {version = ">=1.66.2,<2.0.0", markers = "python_version >= \"3.13\""},
 ]
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.37.0"
-opentelemetry-proto = "1.37.0"
-opentelemetry-sdk = ">=1.37.0,<1.38.0"
+opentelemetry-exporter-otlp-proto-common = "1.39.1"
+opentelemetry-proto = "1.39.1"
+opentelemetry-sdk = ">=1.39.1,<1.40.0"
 typing-extensions = ">=4.6.0"
 
+[package.extras]
+gcp-auth = ["opentelemetry-exporter-credential-provider-gcp (>=0.59b0)"]
+
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.37.0"
+version = "1.39.1"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_http-1.37.0-py3-none-any.whl", hash = "sha256:54c42b39945a6cc9d9a2a33decb876eabb9547e0dcb49df090122773447f1aef"},
-    {file = "opentelemetry_exporter_otlp_proto_http-1.37.0.tar.gz", hash = "sha256:e52e8600f1720d6de298419a802108a8f5afa63c96809ff83becb03f874e44ac"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.39.1-py3-none-any.whl", hash = "sha256:d9f5207183dd752a412c4cd564ca8875ececba13be6e9c6c370ffb752fd59985"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.39.1.tar.gz", hash = "sha256:31bdab9745c709ce90a49a0624c2bd445d31a28ba34275951a6a362d16a0b9cb"},
 ]
 
 [package.dependencies]
 googleapis-common-protos = ">=1.52,<2.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.37.0"
-opentelemetry-proto = "1.37.0"
-opentelemetry-sdk = ">=1.37.0,<1.38.0"
+opentelemetry-exporter-otlp-proto-common = "1.39.1"
+opentelemetry-proto = "1.39.1"
+opentelemetry-sdk = ">=1.39.1,<1.40.0"
 requests = ">=2.7,<3.0"
 typing-extensions = ">=4.5.0"
 
+[package.extras]
+gcp-auth = ["opentelemetry-exporter-credential-provider-gcp (>=0.59b0)"]
+
 [[package]]
 name = "opentelemetry-proto"
-version = "1.37.0"
+version = "1.39.1"
 description = "OpenTelemetry Python Proto"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_proto-1.37.0-py3-none-any.whl", hash = "sha256:8ed8c066ae8828bbf0c39229979bdf583a126981142378a9cbe9d6fd5701c6e2"},
-    {file = "opentelemetry_proto-1.37.0.tar.gz", hash = "sha256:30f5c494faf66f77faeaefa35ed4443c5edb3b0aa46dad073ed7210e1a789538"},
+    {file = "opentelemetry_proto-1.39.1-py3-none-any.whl", hash = "sha256:22cdc78efd3b3765d09e68bfbd010d4fc254c9818afd0b6b423387d9dee46007"},
+    {file = "opentelemetry_proto-1.39.1.tar.gz", hash = "sha256:6c8e05144fc0d3ed4d22c2289c6b126e03bcd0e6a7da0f16cedd2e1c2772e2c8"},
 ]
 
 [package.dependencies]
@@ -3547,188 +3740,192 @@ protobuf = ">=5.0,<7.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.37.0"
+version = "1.39.1"
 description = "OpenTelemetry Python SDK"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 files = [
-    {file = "opentelemetry_sdk-1.37.0-py3-none-any.whl", hash = "sha256:8f3c3c22063e52475c5dbced7209495c2c16723d016d39287dfc215d1771257c"},
-    {file = "opentelemetry_sdk-1.37.0.tar.gz", hash = "sha256:cc8e089c10953ded765b5ab5669b198bbe0af1b3f89f1007d19acd32dc46dda5"},
+    {file = "opentelemetry_sdk-1.39.1-py3-none-any.whl", hash = "sha256:4d5482c478513ecb0a5d938dcc61394e647066e0cc2676bee9f3af3f3f45f01c"},
+    {file = "opentelemetry_sdk-1.39.1.tar.gz", hash = "sha256:cf4d4563caf7bff906c9f7967e2be22d0d6b349b908be0d90fb21c8e9c995cc6"},
 ]
 
 [package.dependencies]
-opentelemetry-api = "1.37.0"
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 [package.dependencies]
@@ -3881,15 +4091,15 @@ tests = ["pytest (>=9)", "typing-extensions (>=4.15)"]
 
 [[package]]
 name = "pdfminer-six"
-version = "20250506"
+version = "20251230"
 description = "PDF parser and analyzer"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 markers = "python_version < \"3.14\""
 files = [
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 ]
 
 [package.dependencies]
@@ -3897,25 +4107,23 @@ charset-normalizer = ">=2.0.0"
 cryptography = ">=36.0.0"
 
 [package.extras]
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-docs = ["sphinx", "sphinx-argparse"]
 image = ["Pillow"]
 
 [[package]]
 name = "pdfplumber"
-version = "0.11.7"
+version = "0.11.9"
 description = "Plumb a PDF for detailed information about each char, rectangle, and line."
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
 markers = "python_version < \"3.14\""
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 [package.dependencies]
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+"pdfminer.six" = "20251230"
 Pillow = ">=9.1"
 pypdfium2 = ">=4.18.0"
 
@@ -3926,7 +4134,7 @@ description = "Pexpect allows easy control of interactive console applications."
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "sys_platform != \"win32\" and sys_platform != \"emscripten\" and python_version < \"3.14\""
+markers = "python_version < \"3.14\" and sys_platform != \"win32\" and sys_platform != \"emscripten\""
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-version = "11.3.0"
-description = "Python Imaging Library (Fork)"
+version = "12.1.0"
+description = "Python Imaging Library (fork)"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
-markers = "python_version < \"3.14\""
+markers = "python_version < \"3.14\" or extra == \"ragas\""
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-typing = ["typing-extensions ; python_version < \"3.10\""]
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 xmp = ["defusedxml"]
 
+[[package]]
+name = "platformdirs"
+version = "4.5.1"
+description = "A small Python package for determining appropriate platform-specific dirs, e.g. a `user data dir`."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
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+
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+type = ["mypy (>=1.18.2)"]
+
 [[package]]
 name = "pluggy"
 version = "1.6.0"
@@ -4123,6 +4333,26 @@ dev = ["django-stubs", "lxml", "mypy", "mypy-baseline", "packaging", "pre-commit
 langchain = ["langchain (>=0.2.0)"]
 test = ["anthropic", "coverage", "django", "freezegun (==1.5.1)", "google-genai", "langchain-anthropic (>=0.3.15)", "langchain-community (>=0.3.25)", "langchain-core (>=0.3.65)", "langchain-openai (>=0.3.22)", "langgraph (>=0.4.8)", "mock (>=2.0.0)", "openai", "parameterized (>=0.8.1)", "pydantic", "pytest", "pytest-asyncio", "pytest-timeout"]
 
+[[package]]
+name = "pre-commit"
+version = "4.5.1"
+description = "A framework for managing and maintaining multi-language pre-commit hooks."
+optional = false
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
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+identify = ">=1.0.0"
+nodeenv = ">=0.11.1"
+pyyaml = ">=5.1"
+virtualenv = ">=20.10.0"
+
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 name = "prompt-toolkit"
 version = "3.0.52"
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 [[package]]
@@ -4608,11 +4874,7 @@ description = "C parser in Python"
 optional = false
 python-versions = ">=3.8"
 groups = ["main"]
-<<<<<<< HEAD
-markers = "platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\" and python_version < \"3.14\""
-=======
 markers = "python_version < \"3.14\" and platform_python_implementation != \"PyPy\" and implementation_name != \"PyPy\""
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
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 [package.extras]
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 ]
 
 [[package]]
@@ -4876,18 +5169,6 @@ files = [
 [package.extras]
 dev = ["build", "flake8", "mypy", "pytest", "twine"]
 
-[[package]]
-name = "pysbd"
-version = "0.3.4"
-description = "pysbd (Python Sentence Boundary Disambiguation) is a rule-based sentence boundary detection that works out-of-the-box across many languages."
-optional = true
-python-versions = ">=3"
-groups = ["main"]
-markers = "extra == \"ragas\""
-files = [
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-]
-
 [[package]]
 name = "pytest"
 version = "8.4.2"
@@ -4949,15 +5230,15 @@ six = ">=1.5"
 
 [[package]]
 name = "python-dotenv"
-version = "1.1.1"
+version = "1.2.1"
 description = "Read key-value pairs from a .env file and set them as environment variables"
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\""
+markers = "python_version < \"3.14\" or extra == \"ragas\""
 files = [
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 ]
 
 [package.extras]
@@ -5001,7 +5282,7 @@ description = "Python for Window Extensions"
 optional = false
 python-versions = "*"
 groups = ["main"]
-markers = "platform_system == \"Windows\" and python_version < \"3.14\""
+markers = "python_version < \"3.14\" and platform_system == \"Windows\""
 files = [
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@@ -5110,43 +5391,54 @@ files = [
 
 [[package]]
 name = "ragas"
-version = "0.1.19"
-description = ""
+version = "0.3.2"
+description = "Evaluation framework for RAG and LLM applications"
 optional = true
-python-versions = "*"
+python-versions = ">=3.9"
 groups = ["main"]
 markers = "extra == \"ragas\""
 files = [
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+    {file = "ragas-0.3.2.tar.gz", hash = "sha256:a800a5326f0d5bfa086cf8832d4b1031e4b21ff063f83d7d9388ee36e1a93fe6"},
 ]
 
 [package.dependencies]
 appdirs = "*"
 datasets = "*"
+diskcache = ">=5.6.3"
+gitpython = "*"
+instructor = "*"
 langchain = "*"
 langchain-community = "*"
 langchain-core = "*"
-langchain-openai = "*"
+langchain_openai = "*"
 nest-asyncio = "*"
 numpy = "*"
-openai = ">1"
-pysbd = ">=0.3.4"
+openai = ">=1.0.0"
+pillow = ">=10.4.0"
+pydantic = ">=2.0.0"
+rich = "*"
 tiktoken = "*"
+tqdm = "*"
+typer = "*"
 
 [package.extras]
-all = ["fuzzywuzzy", "nltk", "rapidfuzz", "rouge-score", "sentence-transformers", "transformers"]
+ai-frameworks = ["haystack-ai"]
+all = ["datacompy", "llama_index", "nltk", "pandas", "r2r", "rapidfuzz", "rouge_score", "sacrebleu", "sentence-transformers", "transformers"]
+examples = ["openai (>=1.0.0)"]
+gdrive = ["google-api-python-client (>=2.178.0)", "google-auth (>=2.40.3)", "google-auth-oauthlib (>=1.2.2)"]
+tracing = ["langfuse (>=3.2.4)", "mlflow (>=3.1.4)"]
 
 [[package]]
 name = "referencing"
-version = "0.36.2"
+version = "0.37.0"
 description = "JSON Referencing + Python"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
 files = [
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 ]
 
 [package.dependencies]
@@ -5156,128 +5448,128 @@ typing-extensions = {version = ">=4.4.0", markers = "python_version < \"3.13\""}
 
 [[package]]
 name = "regex"
-version = "2025.9.18"
+version = "2025.11.3"
 description = "Alternative regular expression module, to replace re."
 optional = false
 python-versions = ">=3.9"
 groups = ["main"]
 markers = "python_version < \"3.14\" or extra == \"ragas\""
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 ]
 
 [[package]]
@@ -5359,167 +5651,127 @@ jupyter = ["ipywidgets (>=7.5.1,<9)"]
 
 [[package]]
 name = "rpds-py"
-version = "0.27.1"
+version = "0.30.0"
 description = "Python bindings to Rust's persistent data structures (rpds)"
 optional = false
-python-versions = ">=3.9"
+python-versions = ">=3.10"
 groups = ["main"]
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 [package.dependencies]
@@ -5717,7 +5969,7 @@ description = "Tool to Detect Surrounding Shell"
 optional = false
 python-versions = ">=3.7"
 groups = ["main"]
-markers = "python_version < \"3.14\""
+markers = "python_version < \"3.14\" or extra == \"ragas\""
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 ]
 
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+version = "5.0.2"
+description = "A pure Python implementation of a sliding window memory map manager"
+optional = true
+python-versions = ">=3.7"
+groups = ["main"]
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+]
+
 [[package]]
 name = "sniffio"
 version = "1.3.1"
@@ -5898,73 +6163,68 @@ test = ["pytest"]
 
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 description = "Database Abstraction Library"
 optional = false
 python-versions = ">=3.7"
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 [package.dependencies]
@@ -6099,28 +6385,37 @@ blobfile = ["blobfile (>=2)"]
 
 [[package]]
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 description = ""
 optional = false
 python-versions = ">=3.9"
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 markers = "python_version < \"3.14\""
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 ]
 
 [package.dependencies]
@@ -6129,48 +6424,58 @@ huggingface-hub = ">=0.16.4,<2.0"
 [package.extras]
 dev = ["tokenizers[testing]"]
 docs = ["setuptools-rust", "sphinx", "sphinx-rtd-theme"]
-testing = ["black (==22.3)", "datasets", "numpy", "pytest", "pytest-asyncio", "requests", "ruff"]
+testing = ["datasets", "numpy", "pytest", "pytest-asyncio", "requests", "ruff", "ty"]
 
 [[package]]
 name = "tomli"
-version = "2.2.1"
+version = "2.3.0"
 description = "A lil' TOML parser"
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev"]
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 markers = {main = "python_version < \"3.14\"", dev = "python_version == \"3.10\""}
 
@@ -6226,17 +6531,46 @@ files = [
 docs = ["myst-parser", "pydata-sphinx-theme", "sphinx"]
 test = ["argcomplete (>=3.0.3)", "mypy (>=1.7.0)", "pre-commit", "pytest (>=7.0,<8.2)", "pytest-mock", "pytest-mypy-testing"]
 
+[[package]]
+name = "ty"
+version = "0.0.9"
+description = "An extremely fast Python type checker, written in Rust."
+optional = false
+python-versions = ">=3.8"
+groups = ["main"]
+markers = "python_version < \"3.14\" or extra == \"ragas\""
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+
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-version = "0.19.2"
+version = "0.21.1"
 description = "Typer, build great CLIs. Easy to code. Based on Python type hints."
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version < \"3.14\""
+markers = "python_version < \"3.14\" or extra == \"ragas\""
 files = [
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 [package.dependencies]
@@ -6303,14 +6637,14 @@ typing-extensions = ">=3.7.4"
 
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-version = "0.4.1"
+version = "0.4.2"
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 optional = false
 python-versions = ">=3.9"
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 [package.dependencies]
@@ -6318,36 +6652,33 @@ typing-extensions = ">=4.12.0"
 
 [[package]]
 name = "tzdata"
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+version = "2025.3"
 description = "Provider of IANA time zone data"
 optional = true
 python-versions = ">=2"
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 markers = "extra == \"ragas\""
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 [[package]]
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 h2 = ["h2 (>=4,<5)"]
 socks = ["pysocks (>=1.5.6,!=1.5.7,<2.0)"]
-<<<<<<< HEAD
-zstd = ["backports-zstd (>=1.0.0) ; python_version < \"3.14\""]
-=======
 zstd = ["zstandard (>=0.18.0)"]
 
 [[package]]
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 ]
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 
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 python-versions = ">=3.8"
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 [package.dependencies]
@@ -6443,172 +6773,210 @@ standard = ["colorama (>=0.4) ; sys_platform == \"win32\"", "httptools (>=0.6.3)
 
 [[package]]
 name = "uvloop"
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 optional = ["python-socks", "wsaccel"]
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 [[package]]
 name = "websockets"
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 ]
 
 [package.dependencies]
@@ -6998,8 +7410,6 @@ enabler = ["pytest-enabler (>=2.2)"]
 test = ["big-O", "jaraco.functools", "jaraco.itertools", "jaraco.test", "more_itertools", "pytest (>=6,!=8.1.*)", "pytest-ignore-flaky"]
 type = ["pytest-mypy"]
 
-<<<<<<< HEAD
-=======
 [[package]]
 name = "zstandard"
 version = "0.25.0"
@@ -7112,29 +7522,11 @@ files = [
 [package.extras]
 cffi = ["cffi (>=1.17,<2.0) ; platform_python_implementation != \"PyPy\" and python_version < \"3.14\"", "cffi (>=2.0.0b) ; platform_python_implementation != \"PyPy\" and python_version >= \"3.14\""]
 
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 [extras]
-<<<<<<< HEAD
 integration-tests = ["langgraph"]
-=======
-langgraph = []
->>>>>>> b094522 (Fix reporting tests and update dependencies)
 ragas = ["ragas"]
 
 [metadata]
 lock-version = "2.1"
 python-versions = "^3.10"
-<<<<<<< HEAD
-<<<<<<< HEAD
-<<<<<<< HEAD
-content-hash = "13d74922317e2b0b8fddbb6e71dfb0f574702ba69edd83d3984d5e9544cf29c3"
-
-=======
-content-hash = "3794f1ea4b5b421e29be846cfc2838209be566a8a47c98f8de7991f1737cb710"
->>>>>>> cbc4093 (Update dependencies / poetry config)
-=======
-content-hash = "c670fb577e06c99e0cfd065cc840f95cd5f92264f738c558031f8bd41a8945cd"
->>>>>>> b094522 (Fix reporting tests and update dependencies)
-=======
-content-hash = "0333544b08c94f970d6bb6141e0b2cc8c75f0d0c9e21387ff5ed31290cd437c6"
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
+content-hash = "0dcaebbc658eb2ced513d684830c095c417e5a3f88d0fb93a3f222f5db91a815"
diff --git a/pyproject.toml b/pyproject.toml
index ff1a597..84c2968 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -24,31 +24,22 @@ classifiers = [
 python = "^3.10"
 pyyaml = "^6.0"
 crewai = { version = "^0.201.1", python = "<3.14" }
-langchain = ">=0.0.353,<0.4.0"  # security: stay on patched line compatible with ecosystem
+langchain = ">=0.0.353,<0.4.0"
 opentelemetry-api = "^1.25.0"
 opentelemetry-sdk = "^1.25.0"
 opentelemetry-exporter-otlp = "^1.25.0"
 huggingface-hub = "^0.21.4"
 rich = "^13.7.1"
 httpx = "^0.27.0"
-
 scipy = "^1.11.0"
 ragas = { version = ">=0.1.9", optional = true }
-
-<<<<<<< HEAD
-=======
-jsonschema = "^4.25.1"
->>>>>>> 0bb4b78 (Fix missing required dependencies (jsonschema, scipy))
 langgraph = { version = "^0.2.0", optional = true }
 jsonschema = "^4.25.1"
 
-
-
 [tool.poetry.extras]
 ragas = ["ragas"]
 integration-tests = ["langgraph"]
 
-
 [tool.poetry.group.dev.dependencies]
 pytest = "^8.2.0"
 pytest-cov = "^5.0.0"
@@ -58,7 +49,6 @@ mypy = "^1.9.0"
 types-pyyaml = "^6.0.12.20240311"
 types-requests = "^2.31.0.20240311"
 
-
 [tool.poetry.scripts]
 agentunit = "agentunit.cli:entrypoint"
 agentunit-init-eval = "agentunit.pytest.cli:init_eval"
@@ -88,7 +78,7 @@ python_functions = ["test_*"]
 addopts = [
     "--strict-markers",
     "--strict-config",
-    "-ra",
+    "-ra"
 ]
 
 [tool.mypy]
@@ -124,5 +114,3 @@ module = [
     "agentunit.datasets.*"
 ]
 ignore_errors = true
-
-
diff --git a/tests/test_reporting.py b/tests/test_reporting.py
index 273d25c..c479a24 100644
--- a/tests/test_reporting.py
+++ b/tests/test_reporting.py
@@ -1,10 +1,10 @@
 import tempfile
-
 from datetime import datetime, timezone
 from pathlib import Path
 
 from agentunit.reporting.results import ScenarioResult, ScenarioRun, SuiteResult
 
+
 def test_markdown_contains_emojis():
     passing_run = ScenarioRun(
         scenario_name="test_pass",
@@ -26,23 +26,21 @@ def test_markdown_contains_emojis():
         error="AssertionError",
     )
 
+    scenario = ScenarioResult(
+        name="emoji-scenario",
+        runs=[passing_run, failing_run],
+    )
 
-scenario = ScenarioResult(
-    name="emoji-scenario",
-    runs=[passing_run, failing_run],
-)
-
-suite = SuiteResult(
-    scenarios=[scenario],
-    started_at=datetime.now(timezone.utc),
-    finished_at=datetime.now(timezone.utc),
-)
-
+    suite = SuiteResult(
+        scenarios=[scenario],
+        started_at=datetime.now(timezone.utc),
+        finished_at=datetime.now(timezone.utc),
+    )
 
-with tempfile.TemporaryDirectory() as tmpdir:
-    output_path = Path(tmpdir) / "suite.md"
-    suite.to_markdown(path=output_path)
-    markdown = output_path.read_text(encoding="utf-8")
+    with tempfile.TemporaryDirectory() as tmpdir:
+        output_path = Path(tmpdir) / "suite.md"
+        suite.to_markdown(path=output_path)
+        markdown = output_path.read_text(encoding="utf-8")
 
-    assert "✅" in markdown
-    assert "❌" in markdown
+        assert "✅" in markdown
+        assert "❌" in markdown

From 580323dffe58d9686c586c651230357b4f59aff0 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 12 Jan 2026 10:13:50 +0530
Subject: [PATCH 16/26] Add CSV export support for SuiteResult

---
 src/agentunit/reporting/results.py | 140 +++++++++++++++++++++++++----
 1 file changed, 125 insertions(+), 15 deletions(-)

diff --git a/src/agentunit/reporting/results.py b/src/agentunit/reporting/results.py
index 5b3f8ae..50201f9 100644
--- a/src/agentunit/reporting/results.py
+++ b/src/agentunit/reporting/results.py
@@ -2,16 +2,16 @@
 
 from __future__ import annotations
 
+import csv
 import json
 import statistics
 from dataclasses import dataclass, field
 from pathlib import Path
-from typing import TYPE_CHECKING
+from typing import Any, TYPE_CHECKING
 from xml.etree import ElementTree as ET
 
 from agentunit.reporting.html import render_html_report
 
-
 if TYPE_CHECKING:
     from collections.abc import Iterable
     from datetime import datetime
@@ -19,6 +19,10 @@
     from agentunit.core.trace import TraceLog
 
 
+# -------------------------
+# Data Models
+# -------------------------
+
 @dataclass(slots=True)
 class ScenarioRun:
     scenario_name: str
@@ -45,7 +49,11 @@ def success_rate(self) -> float:
         return sum(1 for run in self.runs if run.success) / len(self.runs)
 
     def aggregate_metric(self, name: str) -> float | None:
-        values = [run.metrics.get(name) for run in self.runs if run.metrics.get(name) is not None]
+        values = [
+            run.metrics.get(name)
+            for run in self.runs
+            if run.metrics.get(name) is not None
+        ]
         if not values:
             return None
         return float(statistics.fmean(values))
@@ -68,6 +76,29 @@ def to_dict(self) -> dict[str, object]:
         }
 
 
+# -------------------------
+# Helpers
+# -------------------------
+
+def _flatten_metrics(
+    metrics: dict[str, Any], prefix: str = "metric"
+) -> dict[str, Any]:
+    flat: dict[str, Any] = {}
+
+    for key, value in metrics.items():
+        if isinstance(value, dict):
+            for inner_key, inner_value in value.items():
+                flat[f"{prefix}_{key}_{inner_key}"] = inner_value
+        else:
+            flat[f"{prefix}_{key}"] = value
+
+    return flat
+
+
+# -------------------------
+# Suite Result
+# -------------------------
+
 @dataclass(slots=True)
 class SuiteResult:
     scenarios: list[ScenarioResult]
@@ -84,7 +115,10 @@ def to_dict(self) -> dict[str, object]:
     def to_json(self, path: str | Path) -> Path:
         target = Path(path)
         target.parent.mkdir(parents=True, exist_ok=True)
-        target.write_text(json.dumps(self.to_dict(), indent=2), encoding="utf-8")
+        target.write_text(
+            json.dumps(self.to_dict(), indent=2),
+            encoding="utf-8",
+        )
         return target
 
     def to_markdown(self, path: str | Path) -> Path:
@@ -99,19 +133,28 @@ def to_markdown(self, path: str | Path) -> Path:
     def to_junit(self, path: str | Path) -> Path:
         target = Path(path)
         target.parent.mkdir(parents=True, exist_ok=True)
-        testsuites = ET.Element(
+
+        testsuite = ET.Element(
             "testsuite",
             attrib={
                 "name": "agentunit",
                 "tests": str(sum(len(s.runs) for s in self.scenarios)),
-                "failures": str(sum(1 for s in self.scenarios for r in s.runs if not r.success)),
+                "failures": str(
+                    sum(
+                        1
+                        for s in self.scenarios
+                        for r in s.runs
+                        if not r.success
+                    )
+                ),
                 "time": f"{(self.finished_at - self.started_at).total_seconds():.4f}",
             },
         )
+
         for scenario in self.scenarios:
             for run in scenario.runs:
                 testcase = ET.SubElement(
-                    testsuites,
+                    testsuite,
                     "testcase",
                     attrib={
                         "classname": scenario.name,
@@ -123,10 +166,13 @@ def to_junit(self, path: str | Path) -> Path:
                     failure = ET.SubElement(
                         testcase,
                         "failure",
-                        attrib={"message": run.error or "Scenario failed"},
+                        attrib={
+                            "message": run.error or "Scenario failed"
+                        },
                     )
                     failure.text = json.dumps(run.metrics)
-        tree = ET.ElementTree(testsuites)
+
+        tree = ET.ElementTree(testsuite)
         tree.write(target, encoding="utf-8", xml_declaration=True)
         return target
 
@@ -140,30 +186,94 @@ def to_html(self, path: str | Path) -> Path:
         target.write_text(html, encoding="utf-8")
         return target
 
+    def to_csv(self, path: str | Path) -> Path:
+        """
+        Export suite results to CSV.
+        One row per scenario run.
+        """
+        target = Path(path)
+        target.parent.mkdir(parents=True, exist_ok=True)
+
+        rows: list[dict[str, Any]] = []
+
+        for scenario in self.scenarios:
+            for run in scenario.runs:
+                row: dict[str, Any] = {
+                    "scenario_name": scenario.name,
+                    "case_id": run.case_id,
+                    "success": run.success,
+                    "duration_ms": run.duration_ms,
+                    "error": run.error,
+                }
+
+                if run.metrics:
+                    row.update(_flatten_metrics(run.metrics))
+
+                rows.append(row)
+
+        if not rows:
+            return target
+
+        fieldnames = sorted(
+            {key for row in rows for key in row.keys()}
+        )
+
+        with target.open("w", newline="", encoding="utf-8") as f:
+            writer = csv.DictWriter(f, fieldnames=fieldnames)
+            writer.writeheader()
+            writer.writerows(rows)
+
+        return target
+
+
+# -------------------------
+# Utilities
+# -------------------------
 
 def merge_results(results: Iterable[SuiteResult]) -> SuiteResult:
     results = list(results)
     scenarios: dict[str, ScenarioResult] = {}
+
     for result in results:
         for scenario in result.scenarios:
-            existing = scenarios.setdefault(scenario.name, ScenarioResult(name=scenario.name))
+            existing = scenarios.setdefault(
+                scenario.name, ScenarioResult(name=scenario.name)
+            )
             for run in scenario.runs:
                 existing.add_run(run)
+
     started = min(result.started_at for result in results)
     finished = max(result.finished_at for result in results)
-    return SuiteResult(scenarios=list(scenarios.values()), started_at=started, finished_at=finished)
 
+    return SuiteResult(
+        scenarios=list(scenarios.values()),
+        started_at=started,
+        finished_at=finished,
+    )
+
+
+def _render_markdown_scenario(
+    scenario: ScenarioResult,
+) -> list[str]:
+    lines = [
+        f"## {scenario.name}",
+        f"Success rate: {scenario.success_rate:.2%}",
+        "",
+    ]
 
-def _render_markdown_scenario(scenario: ScenarioResult) -> list[str]:
-    lines = [f"## {scenario.name}", f"Success rate: {scenario.success_rate:.2%}", ""]
     for run in scenario.runs:
-        lines.append(f"- **{run.case_id}**: {'✅' if run.success else '❌'}")
+        lines.append(
+            f"- **{run.case_id}**: {'✅' if run.success else '❌'}"
+        )
         metrics_repr = ", ".join(
-            f"{name}={value:.2f}" for name, value in run.metrics.items() if value is not None
+            f"{name}={value:.2f}"
+            for name, value in run.metrics.items()
+            if value is not None
         )
         if metrics_repr:
             lines.append(f"  - Metrics: {metrics_repr}")
         if run.error:
             lines.append(f"  - Error: {run.error}")
+
     lines.append("")
     return lines

From f899eade8c58a01272c82004ee08c72970a7d4d2 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 12 Jan 2026 10:21:05 +0530
Subject: [PATCH 17/26] Fix SIM118 linter issue in SuiteResult.to_csv

---
 src/agentunit/reporting/results.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/src/agentunit/reporting/results.py b/src/agentunit/reporting/results.py
index 50201f9..a2bc925 100644
--- a/src/agentunit/reporting/results.py
+++ b/src/agentunit/reporting/results.py
@@ -7,11 +7,12 @@
 import statistics
 from dataclasses import dataclass, field
 from pathlib import Path
-from typing import Any, TYPE_CHECKING
+from typing import TYPE_CHECKING, Any
 from xml.etree import ElementTree as ET
 
 from agentunit.reporting.html import render_html_report
 
+
 if TYPE_CHECKING:
     from collections.abc import Iterable
     from datetime import datetime
@@ -215,7 +216,7 @@ def to_csv(self, path: str | Path) -> Path:
             return target
 
         fieldnames = sorted(
-            {key for row in rows for key in row.keys()}
+            {key for row in rows for key in row.keys}
         )
 
         with target.open("w", newline="", encoding="utf-8") as f:

From fc4310888058a01cff3209e832072d927c4711c8 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 12 Jan 2026 10:23:10 +0530
Subject: [PATCH 18/26] Fix Ruff formatting issues in SuiteResult.to_csv

---
 src/agentunit/reporting/results.py | 43 +++++++++---------------------
 1 file changed, 12 insertions(+), 31 deletions(-)

diff --git a/src/agentunit/reporting/results.py b/src/agentunit/reporting/results.py
index a2bc925..d4f452b 100644
--- a/src/agentunit/reporting/results.py
+++ b/src/agentunit/reporting/results.py
@@ -24,6 +24,7 @@
 # Data Models
 # -------------------------
 
+
 @dataclass(slots=True)
 class ScenarioRun:
     scenario_name: str
@@ -50,11 +51,7 @@ def success_rate(self) -> float:
         return sum(1 for run in self.runs if run.success) / len(self.runs)
 
     def aggregate_metric(self, name: str) -> float | None:
-        values = [
-            run.metrics.get(name)
-            for run in self.runs
-            if run.metrics.get(name) is not None
-        ]
+        values = [run.metrics.get(name) for run in self.runs if run.metrics.get(name) is not None]
         if not values:
             return None
         return float(statistics.fmean(values))
@@ -81,9 +78,8 @@ def to_dict(self) -> dict[str, object]:
 # Helpers
 # -------------------------
 
-def _flatten_metrics(
-    metrics: dict[str, Any], prefix: str = "metric"
-) -> dict[str, Any]:
+
+def _flatten_metrics(metrics: dict[str, Any], prefix: str = "metric") -> dict[str, Any]:
     flat: dict[str, Any] = {}
 
     for key, value in metrics.items():
@@ -100,6 +96,7 @@ def _flatten_metrics(
 # Suite Result
 # -------------------------
 
+
 @dataclass(slots=True)
 class SuiteResult:
     scenarios: list[ScenarioResult]
@@ -140,14 +137,7 @@ def to_junit(self, path: str | Path) -> Path:
             attrib={
                 "name": "agentunit",
                 "tests": str(sum(len(s.runs) for s in self.scenarios)),
-                "failures": str(
-                    sum(
-                        1
-                        for s in self.scenarios
-                        for r in s.runs
-                        if not r.success
-                    )
-                ),
+                "failures": str(sum(1 for s in self.scenarios for r in s.runs if not r.success)),
                 "time": f"{(self.finished_at - self.started_at).total_seconds():.4f}",
             },
         )
@@ -167,9 +157,7 @@ def to_junit(self, path: str | Path) -> Path:
                     failure = ET.SubElement(
                         testcase,
                         "failure",
-                        attrib={
-                            "message": run.error or "Scenario failed"
-                        },
+                        attrib={"message": run.error or "Scenario failed"},
                     )
                     failure.text = json.dumps(run.metrics)
 
@@ -215,9 +203,7 @@ def to_csv(self, path: str | Path) -> Path:
         if not rows:
             return target
 
-        fieldnames = sorted(
-            {key for row in rows for key in row.keys}
-        )
+        fieldnames = sorted({key for row in rows for key in row.keys})
 
         with target.open("w", newline="", encoding="utf-8") as f:
             writer = csv.DictWriter(f, fieldnames=fieldnames)
@@ -231,15 +217,14 @@ def to_csv(self, path: str | Path) -> Path:
 # Utilities
 # -------------------------
 
+
 def merge_results(results: Iterable[SuiteResult]) -> SuiteResult:
     results = list(results)
     scenarios: dict[str, ScenarioResult] = {}
 
     for result in results:
         for scenario in result.scenarios:
-            existing = scenarios.setdefault(
-                scenario.name, ScenarioResult(name=scenario.name)
-            )
+            existing = scenarios.setdefault(scenario.name, ScenarioResult(name=scenario.name))
             for run in scenario.runs:
                 existing.add_run(run)
 
@@ -263,13 +248,9 @@ def _render_markdown_scenario(
     ]
 
     for run in scenario.runs:
-        lines.append(
-            f"- **{run.case_id}**: {'✅' if run.success else '❌'}"
-        )
+        lines.append(f"- **{run.case_id}**: {'✅' if run.success else '❌'}")
         metrics_repr = ", ".join(
-            f"{name}={value:.2f}"
-            for name, value in run.metrics.items()
-            if value is not None
+            f"{name}={value:.2f}" for name, value in run.metrics.items() if value is not None
         )
         if metrics_repr:
             lines.append(f"  - Metrics: {metrics_repr}")

From 637bb2deb421fed179f62f8785d915e84cfdd891 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 12 Jan 2026 10:30:58 +0530
Subject: [PATCH 19/26] Fix CSV export: iterate over dict keys correctly and
 pass Ruff lint

---
 src/agentunit/reporting/results.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/src/agentunit/reporting/results.py b/src/agentunit/reporting/results.py
index d4f452b..8d94444 100644
--- a/src/agentunit/reporting/results.py
+++ b/src/agentunit/reporting/results.py
@@ -203,7 +203,7 @@ def to_csv(self, path: str | Path) -> Path:
         if not rows:
             return target
 
-        fieldnames = sorted({key for row in rows for key in row.keys})
+        fieldnames = sorted({key for row in rows for key in row})
 
         with target.open("w", newline="", encoding="utf-8") as f:
             writer = csv.DictWriter(f, fieldnames=fieldnames)

From f303197b4044c285de113427c23acf49752a2969 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 12 Jan 2026 13:45:03 +0530
Subject: [PATCH 20/26] Fix: SwarmAdapter imports and end_session duration
 tracking, fully linted

---
 src/agentunit/adapters/swarm_adapter.py | 65 +++++++++++++++++--------
 1 file changed, 44 insertions(+), 21 deletions(-)

diff --git a/src/agentunit/adapters/swarm_adapter.py b/src/agentunit/adapters/swarm_adapter.py
index 8eefa87..33692bb 100644
--- a/src/agentunit/adapters/swarm_adapter.py
+++ b/src/agentunit/adapters/swarm_adapter.py
@@ -13,6 +13,17 @@
 from datetime import datetime
 from typing import TYPE_CHECKING, Any
 
+
+try:
+    from swarm import Agent, Swarm
+
+    HAS_SWARM = True
+except ImportError:
+    HAS_SWARM = False
+    logging.getLogger(__name__).warning(
+        "OpenAI Swarm not installed. SwarmAdapter will have limited functionality."
+    )
+
 from agentunit.multiagent import (
     AgentInteraction,
     AgentMetadata,
@@ -23,24 +34,14 @@
     OrchestrationPattern,
     SessionID,
 )
-from agentunit.reporting.results import ScenarioResult
 
 
 if TYPE_CHECKING:
     from agentunit.core import Scenario
+    from agentunit.reporting.results import ScenarioResult
 
-# Configure logging
 logger = logging.getLogger(__name__)
 
-try:
-    from swarm import Agent, Swarm
-
-    HAS_SWARM = True
-except ImportError:
-    HAS_SWARM = False
-    logger.warning("OpenAI Swarm not installed. SwarmAdapter will have limited functionality.")
-
-
 class SwarmAdapter(MultiAgentAdapter):
     """OpenAI Swarm integration adapter for lightweight multi-agent testing."""
 
@@ -149,7 +150,11 @@ def wrapped_function(*args, **kwargs):
         return wrapped_function
 
     def initiate_conversation(
-        self, scenario: Scenario, initial_message: str, participants: list[str], **kwargs
+        self,
+        scenario: Scenario,
+        initial_message: str,
+        participants: list[str],
+        **kwargs,
     ) -> SessionID:
         """Initiate a Swarm conversation."""
         session_id = f"session_{uuid.uuid4().hex[:8]}"
@@ -323,6 +328,14 @@ def end_session(self, session_id: SessionID) -> ScenarioResult:
         session["status"] = "completed"
         session["end_time"] = datetime.now()
 
+        # Calculate duration in milliseconds
+        start_time = session.get("start_time")
+        if start_time:
+            duration_seconds = (session["end_time"] - start_time).total_seconds()
+            duration_ms = float(duration_seconds * 1000)
+        else:
+            duration_ms = 0.0
+
         # Collect metrics
         metrics = self._calculate_swarm_metrics(session_id)
 
@@ -330,27 +343,37 @@ def end_session(self, session_id: SessionID) -> ScenarioResult:
         from agentunit.core.trace import TraceLog
 
         trace = TraceLog()
-        trace.record("session_complete", session_id=session_id, metrics=metrics)
+        trace.record(
+            "session_complete",
+            session_id=session_id,
+            metrics=metrics,
+        )
 
         # Create scenario run
         from agentunit.reporting.results import ScenarioRun
 
         scenario_run = ScenarioRun(
-            scenario_name=session["scenario"].name
-            if hasattr(session["scenario"], "name")
-            else "swarm_scenario",
+            scenario_name=(
+                session["scenario"].name
+                if hasattr(session["scenario"], "name")
+                else "swarm_scenario"
+            ),
             case_id=session_id,
             success=True,
             metrics=metrics,
-            duration_ms=0.0,  # TODO: Track actual duration
+            duration_ms=duration_ms,
             trace=trace,
         )
 
         # Create result
+        from agentunit.reporting.results import ScenarioResult
+
         result = ScenarioResult(
-            name=session["scenario"].name
-            if hasattr(session["scenario"], "name")
-            else "swarm_scenario"
+            name=(
+                session["scenario"].name
+                if hasattr(session["scenario"], "name")
+                else "swarm_scenario"
+            )
         )
         result.add_run(scenario_run)
 
@@ -414,7 +437,7 @@ def _analyze_handoff_patterns(self, handoffs: list[dict[str, Any]]) -> dict[str,
         return {
             "handoff_counts": patterns,
             "unique_patterns": len(patterns),
-            "most_common": max(patterns.items(), key=lambda x: x[1]) if patterns else None,
+            "most_common": (max(patterns.items(), key=lambda x: x[1]) if patterns else None),
         }
 
     def _calculate_agent_utilization(self, session_id: SessionID) -> dict[str, float]:

From cc345d5cd58e4dd71bd3d54fb6b1357ade464e56 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 12 Jan 2026 13:51:29 +0530
Subject: [PATCH 21/26] Format files and remove lint error

---
 src/agentunit/adapters/swarm_adapter.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/src/agentunit/adapters/swarm_adapter.py b/src/agentunit/adapters/swarm_adapter.py
index 33692bb..5d3a30c 100644
--- a/src/agentunit/adapters/swarm_adapter.py
+++ b/src/agentunit/adapters/swarm_adapter.py
@@ -42,6 +42,7 @@
 
 logger = logging.getLogger(__name__)
 
+
 class SwarmAdapter(MultiAgentAdapter):
     """OpenAI Swarm integration adapter for lightweight multi-agent testing."""
 

From eed13b044b7b4ed58a793bf11591b7684e1a98e4 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Mon, 12 Jan 2026 15:03:09 +0530
Subject: [PATCH 22/26] Fix the issue of csv file

---
 src/agentunit/reporting/results.py | 4 +---
 1 file changed, 1 insertion(+), 3 deletions(-)

diff --git a/src/agentunit/reporting/results.py b/src/agentunit/reporting/results.py
index 8d94444..5ed1563 100644
--- a/src/agentunit/reporting/results.py
+++ b/src/agentunit/reporting/results.py
@@ -200,9 +200,7 @@ def to_csv(self, path: str | Path) -> Path:
 
                 rows.append(row)
 
-        if not rows:
-            return target
-
+        
         fieldnames = sorted({key for row in rows for key in row})
 
         with target.open("w", newline="", encoding="utf-8") as f:

From 753c95590f95f162dc96816369d28badb8649a31 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Tue, 13 Jan 2026 15:43:33 +0530
Subject: [PATCH 23/26] Improve robustness of CSV dataset loader

---
 src/agentunit/datasets/base.py | 51 +++++++++++++++++++++++++---------
 1 file changed, 38 insertions(+), 13 deletions(-)

diff --git a/src/agentunit/datasets/base.py b/src/agentunit/datasets/base.py
index 093ba9f..0721db2 100644
--- a/src/agentunit/datasets/base.py
+++ b/src/agentunit/datasets/base.py
@@ -79,7 +79,21 @@ def _loader() -> Iterable[DatasetCase]:
     return DatasetSource(name=str(file_path.stem), loader=_loader)
 
 
-def load_local_csv(path: str | Path) -> DatasetSource:
+def _parse_list_field(value: str | None, delimiter: str) -> list[str] | None:
+    """Safely parse a delimited list field from CSV."""
+    if not value or not isinstance(value, str):
+        return None
+
+    parts = [item.strip() for item in value.split(delimiter)]
+    cleaned = [p for p in parts if p]
+    return cleaned or None
+
+
+def load_local_csv(
+    path: str | Path,
+    tools_delimiter: str = ";",
+    context_delimiter: str = "||",
+) -> DatasetSource:
     file_path = Path(path)
     if not file_path.exists():
         msg = f"Dataset file not found: {file_path}"
@@ -88,18 +102,29 @@ def load_local_csv(path: str | Path) -> DatasetSource:
     def _loader() -> Iterable[DatasetCase]:
         with file_path.open(newline="", encoding="utf-8") as fh:
             reader = csv.DictReader(fh)
+
             for idx, row in enumerate(reader):
-                yield DatasetCase(
-                    id=row.get("id") or f"case-{idx}",
-                    query=row["query"],
-                    expected_output=row.get("expected_output"),
-                    tools=row.get("tools", "").split(";") if row.get("tools") else None,
-                    context=row.get("context", "").split("||") if row.get("context") else None,
-                    metadata={
-                        k: v
-                        for k, v in row.items()
-                        if k not in {"id", "query", "expected_output", "tools", "context"}
-                    },
-                )
+                try:
+                    yield DatasetCase(
+                        id=row.get("id") or f"case-{idx}",
+                        query=row["query"],
+                        expected_output=row.get("expected_output"),
+                        tools=_parse_list_field(row.get("tools"), tools_delimiter),
+                        context=_parse_list_field(row.get("context"), context_delimiter),
+                        metadata={
+                            k: v
+                            for k, v in row.items()
+                            if k
+                            not in {
+                                "id",
+                                "query",
+                                "expected_output",
+                                "tools",
+                                "context",
+                            }
+                        },
+                    )
+                except Exception as exc:
+                    raise AgentUnitError(f"Malformed CSV row at index {idx}: {row}") from exc
 
     return DatasetSource(name=str(file_path.stem), loader=_loader)

From be0d741f99300b948e1599c1480bf9274c6a7834 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Tue, 13 Jan 2026 15:51:34 +0530
Subject: [PATCH 24/26] Replace parser function

---
 src/agentunit/datasets/base.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/src/agentunit/datasets/base.py b/src/agentunit/datasets/base.py
index 0721db2..ff2fc08 100644
--- a/src/agentunit/datasets/base.py
+++ b/src/agentunit/datasets/base.py
@@ -84,11 +84,16 @@ def _parse_list_field(value: str | None, delimiter: str) -> list[str] | None:
     if not value or not isinstance(value, str):
         return None
 
+    if not delimiter:
+        # Empty delimiter is invalid for str.split
+        return [value.strip()] if value.strip() else None
+
     parts = [item.strip() for item in value.split(delimiter)]
     cleaned = [p for p in parts if p]
     return cleaned or None
 
 
+
 def load_local_csv(
     path: str | Path,
     tools_delimiter: str = ";",

From de69703a496d0833566ca3262a946ea48ce543a6 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Tue, 13 Jan 2026 15:56:50 +0530
Subject: [PATCH 25/26] Format CSV dataset loader

---
 src/agentunit/datasets/base.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/src/agentunit/datasets/base.py b/src/agentunit/datasets/base.py
index ff2fc08..9582fd5 100644
--- a/src/agentunit/datasets/base.py
+++ b/src/agentunit/datasets/base.py
@@ -93,7 +93,6 @@ def _parse_list_field(value: str | None, delimiter: str) -> list[str] | None:
     return cleaned or None
 
 
-
 def load_local_csv(
     path: str | Path,
     tools_delimiter: str = ";",

From dda8a15b909915ec9364d5c629ae8148c3f69e58 Mon Sep 17 00:00:00 2001
From: Jagriti-student <jagriti7989@gmail.com>
Date: Wed, 14 Jan 2026 16:24:27 +0530
Subject: [PATCH 26/26] Implement duration and response time tracking in
 AG2Adapter

---
 src/agentunit/adapters/autogen_ag2.py | 17 +++++++++++++++--
 1 file changed, 15 insertions(+), 2 deletions(-)

diff --git a/src/agentunit/adapters/autogen_ag2.py b/src/agentunit/adapters/autogen_ag2.py
index 377f209..51ff324 100644
--- a/src/agentunit/adapters/autogen_ag2.py
+++ b/src/agentunit/adapters/autogen_ag2.py
@@ -318,7 +318,7 @@ def end_session(self, session_id: SessionID) -> ScenarioResult:
             case_id=session_id,
             success=True,
             metrics=metrics,
-            duration_ms=0.0,  # TODO: Track actual duration
+            duration_ms=((session["end_time"] - session["start_time"]).total_seconds() * 1000),
             trace=trace,
         )
 
@@ -340,6 +340,19 @@ def _calculate_session_metrics(self, session_id: SessionID) -> dict[str, Any]:
             interaction for interaction in self.interactions if interaction.session_id == session_id
         ]
 
+        response_times = []
+
+        # Go through messages one by one
+        for i in range(1, len(session_interactions)):
+            previous_message_time = session_interactions[i - 1].timestamp
+            current_message_time = session_interactions[i].timestamp
+
+            time_difference = (current_message_time - previous_message_time).total_seconds()
+
+            response_times.append(time_difference)
+
+        average_response_time = sum(response_times) / len(response_times) if response_times else 0.0
+
         # Basic metrics
         metrics = {
             "total_messages": len(session_interactions),
@@ -347,7 +360,7 @@ def _calculate_session_metrics(self, session_id: SessionID) -> dict[str, Any]:
             "duration_seconds": (
                 session.get("end_time", datetime.now()) - session["start_time"]
             ).total_seconds(),
-            "average_response_time": 0.0,  # Would need timing data
+            "average_response_time": average_response_time,
             "conversation_turns": session.get("message_count", 0),
         }