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Show HN: ANMA, boundary contracts for cheaper AI coding agents (github.com)

3 points by nxy ↗ HN
I built ANMA because I noticed that cheaper models would often ignore architecture rules. So I did several benchmarks using "Claude Haiku 4.5" with and without ANMA; without ANMA it ignored the "rules" 13 out of 19 runs, with ANMA, 0 out of 20 runs.

What is "ANMA"? YAML contracts with CLAUDE.md, hooks, and CI checks

What about stronger/expensive models? They followed the architecture rules.

The question is, would cheaper models with stronger rules be the best affordable default for coding?

1 comment

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xms17189
Interesting approach. How do you define the boundary contracts so they stay strict enough for cheaper models without becoming too brittle when the architecture changes?