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Curious, In the repo you mention

> Several rules come from 2025-2026 industry research on agentic coding failure modes

What are some of the papers you read?

With no disrespect intended because this is also how I would do it (but I wouldn't publish and name it after myself!) - they didn't read the research. They had the AI that actually created this do that for them.

fair to call out but half true. i did send claude off to look up specific stats on failure modes (62% assertion correctness, etc), but the design decisions came from my own reading of anthropic's reports, the columbia daplab paper i cited, and a mix of matt pocock's lectures + my own anecdotal experience running this loop on real projects.

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