* fix: ensure web search is performed for research plans to fix#535
When using certain models (DeepSeek-V3, Qwen3, or local deployments), the
agent framework failed to trigger web search tools, resulting in hallucinated
data. This fix implements multiple safeguards:
1. Add enforce_web_search configuration flag:
- New config option to mandate web search in research plans
- Defaults to False for backward compatibility
2. Add plan validation function validate_and_fix_plan():
- Validates that plans include at least one research step with web search
- Enforces web search requirement when enabled
- Adds default research step if plan has no steps
3. Enhance coordinator_node fallback logic:
- When model fails to call tools, fallback to planner instead of __end__
- Ensures workflow continues even when tool calling fails
- Logs detailed diagnostic info for debugging
4. Update prompts for stricter requirements:
- planner.md: Add MANDATORY web search requirement and clear warnings
- coordinator.md: Add CRITICAL tool calling requirement
- Emphasize consequences of missing web search (hallucinated data)
5. Update tests to reflect new behavior:
- test_coordinator_node_no_tool_calls: Expect planner instead of __end__
- test_coordinator_empty_llm_response_corner_case: Same expectation
Fixes#535 by ensuring:
- Web search is always performed for research tasks
- Workflow doesn't terminate on tool calling failures
- Models with poor tool calling support can still proceed
- No hallucinated data without real information gathering
* Update src/graph/nodes.py
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* Update src/graph/nodes.py
Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* accept the review suggestion of getting configuration
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Co-authored-by: Copilot <175728472+Copilot@users.noreply.github.com>
* feat: Implement MilvusRetriever with embedding model and resource management
* chore: Update configuration and loader files for consistency
* chore: Clean up test_milvus.py for improved readability and organization
* feat: Add tests for DashscopeEmbeddings query and document embedding methods
* feat: Add tests for embedding model initialization and example file loading in MilvusProvider
* chore: Remove unused imports and clean up test_milvus.py for better readability
* chore: Clean up test_milvus.py for improved readability and organization
* chore: Clean up test_milvus.py for improved readability and organization
* fix: replace print statements with logging in recursion limit function
* Implement feature X to enhance user experience and optimize performance
* refactor: clean up unused imports and comments in AboutTab component
* Implement feature X to enhance user experience and fix bug Y in module Z
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Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
* feat: Enhance chat streaming and tool call processing
- Added support for MongoDB checkpointer in the chat streaming workflow.
- Introduced functions to process tool call chunks and sanitize arguments.
- Improved event message creation with additional metadata.
- Enhanced error handling for JSON serialization in event messages.
- Updated the frontend to convert escaped characters in tool call arguments.
- Refactored the workflow input preparation and initial message processing.
- Added new dependencies for MongoDB integration and tool argument sanitization.
* fix: Update MongoDB checkpointer configuration to use LANGGRAPH_CHECKPOINT_DB_URL
* feat: Add support for Postgres checkpointing and update README with database recommendations
* feat: Implement checkpoint saver functionality and update MongoDB connection handling
* refactor: Improve code formatting and readability in app.py and json_utils.py
* refactor: Clean up commented code and improve formatting in server.py
* refactor: Remove unused imports and improve code organization in app.py
* refactor: Improve code organization and remove unnecessary comments in app.py
* chore: use langgraph-checkpoint-postgres==2.0.21 to avoid the JSON convert issue in the latest version, implement chat stream persistant with Postgres
* feat: add MongoDB and PostgreSQL support for LangGraph checkpointing, enhance environment variable handling
* fix: update comments for clarity on Windows event loop policy
* chore: remove empty code changes in MongoDB and PostgreSQL checkpoint tests
* chore: clean up unused imports and code in checkpoint-related files
* chore: remove empty code changes in test_checkpoint.py
* chore: remove empty code changes in test_checkpoint.py
* chore: remove empty code changes in test_checkpoint.py
* test: update status code assertions in MCP endpoint tests to allow for 403 responses
* test: update MCP endpoint tests to assert specific status codes and enable MCP server configuration
* chore: remove unnecessary environment variables from unittest workflow
* fix: invert condition for MCP server configuration check to raise 403 when disabled
* chore: remove pymongo from test dependencies in uv.lock
* chore: optimize the _get_agent_name method
* test: enhance ChatStreamManager tests for PostgreSQL and MongoDB initialization
* test: add persistence tests for ChatStreamManager with PostgreSQL and MongoDB
* test: add unit tests for ChatStreamManager initialization with PostgreSQL and MongoDB
* test: enhance persistence tests for ChatStreamManager with PostgreSQL and MongoDB to verify message aggregation
* test: add unit tests for ChatStreamManager with PostgreSQL and MongoDB
* test: add unit tests for ChatStreamManager initialization with PostgreSQL and MongoDB
* test: add unit tests for ChatStreamManager initialization with PostgreSQL and MongoDB
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Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
* fix:env AGENT_RECURSION_LIMIT not work
* fix:add test
* black tests/unit/config/test_configuration.py
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Co-authored-by: Willem Jiang <willem.jiang@gmail.com>
* feat: implment backend for adjust report style
* feat: add web part
* fix test cases
* fix: fix typing
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Co-authored-by: Henry Li <henry1943@163.com>
Willem Jiang
Chayton Bai
CHANGXUBO
zgjja
道心坚定韩道友
DanielWalnut
JeffJiang
He Tao