Problem Statement
Stage: Iterate from User Feedback
A prototype has raw feedback that must become an iteration plan.
Deliverable
Category summaries ordered by frequency.
Input and output contract
Read category|feedback lines and print category=count sorted by count descending then category.
Acceptance criteria
- Ignore malformed records.
- Normalize categories to lowercase.
- Use deterministic ordering.
Suggested vibe loop
Read AGENTS.md, connect your Ollama or OpenAI-compatible provider in the browser, and ask the agent to restate the contract and make one small verifiable change. Watch edits stream into app.py while the editor is locked, then review the result and run the visible example. Keep the checkpoint when the evidence is correct or use Undo to restore it. The browser-client agent does not require an administrator gateway or API key.