Use when creating matplotlib/strategy charts. Use when user asks to "draw", "chart", "plot", or "visualize" a strategy, backtest result, or price series.
Use when optimizing a strategy, model, or system through parallel experimentation — when the search space is large, multiple hypotheses exist, and there is an automated scoring function to evaluate variants.
Use when converting autoresearch markdown results (verified_insights.md and AGENT_R*_RESULTS.md) into structured JSON for reporting or slides generation.
Use when generating a structured markdown report from an autoresearch_result.json file for a given ticker. Triggered when user asks for a report, summary, or writeup of autoresearch results.