📅 2025-04-30 — Session: Debugging and Optimizing PromptFlow Tools

🕒 06:50–08:05
🏷️ Labels: Promptflow, Debugging, Logging, Optimization, Python, Node Execution
📂 Project: Dev
⭐ Priority: MEDIUM

Session Goal

The session aimed to debug and optimize the PromptFlow tools and workflows, focusing on improving logging, output management, and node execution.

Key Activities

  • Inspected intermediate values in PromptFlow Python tools and explored alternative logging strategies.
  • Managed PromptFlow run artifacts, identifying key files and folders for debugging.
  • Analyzed execution logs for my_python_tool, recommending updates to logging and error handling.
  • Fixed output declaration issues in the filter_llm node and corrected YAML outputs section.
  • Diagnosed truncated outputs in outputs.jsonl and provided a fix plan.
  • Confirmed pipeline functionality and node execution for filter_llm, filter_prompt, and match_prompt nodes.
  • Optimized signal-to-noise ratio in match_llm prompts.
  • Enhanced review agent prompt templates for strategic evaluation.

Achievements

  • Improved logging and error handling strategies for PromptFlow tools.
  • Successfully executed and debugged multiple nodes within the PromptFlow setup.
  • Developed enhanced templates for review agents, focusing on strategic evaluation.

Pending Tasks

  • Implement the recommended updates to logging and error handling in my_python_tool.
  • Continue refining prompt structures for clarity and efficiency.