honto-contract

A developer's AI pipeline was fixed after a blog commenter, pm25coder, pointed out that provenance records could be gamed by consumers that record source IDs without reading content. The team implemen…

A developer's production experience running autonomous agents on local LLMs 24/7, with over 8,000 logged failures, shows that successful calls don't guarantee correctness. The developer created a scaf…

A developer's team running ~100 unattended LLM agents on local models discovered a single document that was rewritten 245 times in 5 days, with a sibling document rewritten 225 times, totaling about 4…