This document lists documented failures of a stateless text-prediction process and prescribes strict rules to prevent them. It covers avoiding emotional language, unverified completion claims, misattributing test failures, bypassing quality gates, stubbing features, fabricating facts, and rushing implementations. Each rule demands explicit evidence, verification steps, and clear disclosure.

A Lobste.rs thread where developers share untested ideas—from building GUI toolkits with an accessibility-first architecture to enable better testing and scripting, to using 32-bit pointers on 64-bit systems for memory savings, and applying property-based approaches to infrastructure. Contributors discuss tools like AccessKit, the x32 ABI, and the benefits of driving design by fundamental properties rather than legacy constraints.