Improve controllability through four-dimensional monitoring:
real time monitoring
- utilization
/memoryView the current decision tree /statsChecking resource consumption
Process traceability
- automatic
agent_trace_[timestamp].json - Contains Chain-of-Thought records.
behavioral analysis
- Search the track file for the
'action'field - Statistics on the frequency of calls to each tool
Module Customization
- modifications
agent/core/decision.pyAdjustment of decision-making logic - Add custom validation module to reduce error rates
It is recommended that investigators periodically analyze trajectory files for ablation experiments.
This answer comes from the articlePywen: A Python Command Line AI Assistant Built for Software DevelopmentThe
May not be reproduced without permission:AI productivity tools " Enhancing Pywen's Decision-Making Transparency in Complex Tasks
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