Flywheel phase 4: mine the data and feed it back
Nobody has claimed this yet.
Assessment
- Difficulty
- 5/5
- Estimated time
- Over a week
- Newbie friendliness
- 25/100
- Issue type
- Feature
- Clarity
- Needs clarification
- Activity status
- Active
- Tech stack
- python
- Domain
- ai-infra-agents, data-engineering
Research direction
The issue outlines five data sources, proposed engine improvements, and test gates, but leaves the ownership decision unresolved. Start by reviewing the listed gates—Classify goldens, Pin-functions eval, CONTRACT and routing evals, Engine suite, and CONTRACT harness—and decide whether mining begins with manual review each release or automated proposals. Done means an ownership approach is agreed and the proposed improvements have test gates.
Written by the indexing model from the issue text.
Description
Turn collected data into engine improvements, each behind a test gate:
| Mined from | Proposes | Gate |
|---|---|---|
| Net-class picks and human decisions | New netclass rules, menu wording | Classify goldens |
| Parts in delivered boards | find_part ranking, pin_functions.toml entries |
Pin-functions eval |
| Converged layouts per subcircuit | Placement templates | CONTRACT, routing evals |
| Frequent refusals and errors | Tool messages, skill text, guards | Engine suite |
| Failed runs | New CONTRACT tasks | CONTRACT harness |
Decision: who owns mining: manual review each release first, then automated proposals?
- Dominant language
- Python
- Stars
- 1
- Forks
- 1
- Avg merge
- 11m
- Merged PRs (30d)
- 1
Getting set up
- No Dockerfile or Docker Compose file
- No pull request template
- Read the contributing guide
First steps
- Read the whole issue, then the project's contributing guide.
- Comment on the issue to say you are picking it up — it saves two people doing the same work.
- Fork the repository and make your change on a branch.
- Open a pull request that references the issue number.
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