Enhance routing logic robustness and reliability for LangGraph-based multi-agent workflows #20

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opened 2025-10-15 10:35:19 +00:00 by aditya · 0 comments
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As a system architect, I want robust and fault-tolerant routing logic for LangGraph workflows so that multi-agent systems can reliably route messages even when LLM responses are inconsistent, malformed, or missing routing tags, ensuring workflows complete successfully.

Acceptance Criteria

  • Implement regex-based routing tag detection that handles formatting variations (case-insensitive, extra whitespace, punctuation) with 95%+ detection accuracy

  • Add semantic fallback routing using keyword analysis and content understanding when tags are missing or malformed

  • Implement state-based routing validation to prevent invalid transitions and ensure required data exists before routing (e.g., don't route to reviewer if no content written)

  • Handle multiple or conflicting routing tags with priority rules and validation, logging warnings for ambiguous cases

  • Add comprehensive logging and monitoring for all routing decisions including confidence scores, failure rates, and decision timestamps

Definition of Done (DoD)

  • Both example YAML files (paper writer and legal contract) updated with new routing configuration and tested successfully
  • Tested with robust end-to-end test scripts for both the yaml files
As a system architect, I want robust and fault-tolerant routing logic for LangGraph workflows so that multi-agent systems can reliably route messages even when LLM responses are inconsistent, malformed, or missing routing tags, ensuring workflows complete successfully. ### **Acceptance Criteria** - Implement regex-based routing tag detection that handles formatting variations (case-insensitive, extra whitespace, punctuation) with 95%+ detection accuracy - Add semantic fallback routing using keyword analysis and content understanding when tags are missing or malformed - Implement state-based routing validation to prevent invalid transitions and ensure required data exists before routing (e.g., don't route to reviewer if no content written) - Handle multiple or conflicting routing tags with priority rules and validation, logging warnings for ambiguous cases - Add comprehensive logging and monitoring for all routing decisions including confidence scores, failure rates, and decision timestamps ### **Definition of Done (DoD)** - Both example YAML files (paper writer and legal contract) updated with new routing configuration and tested successfully - Tested with robust end-to-end test scripts for both the yaml files
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Reference: cleveragents/cleveragents-core#20
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