Conformance loop
SkillDev toolsLets your agent iteratively improve Fallow analysis accuracy by comparing results against competing tools and verified sources.
Available today. Use it from your connected AI after setup.
No other account needed.
Connect ahel once, and every AI you use reads what you have installed.
Then ask your AI: use the Conformance loop skill
About this capability
Iteratively improve Fallow analysis accuracy by comparing it with competing tools and verified source truth across a stable real-world corpus.
What this skill tells your AI
The instructions your AI receives, as published by fallow-rs/fallow in .agents/skills/conformance-loop/SKILL.md and read by ahel’s review.
- Define the capability and stable project corpus.
- Run Fallow and comparison tools with documented equivalent settings.
- Manually verify disagreements against source.
- Classify true positive, false positive, false negative, or model difference.
- Implement one general correction with a regression fixture.
- Re-run the full corpus and retain only net improvements.
- Run
review.
Competitor output is a lead, not ground truth.
Signals
- GitHub stars
- 4k
- Forks
- 155
- Last commit
- Sep 2026
Advanced
- Catalog kind
- skill
- Gateway key
conformance-loop- Source
- github.com/fallow-rs/fallow