Never-again – so your AI agent stops repeating mistakes you fixed

Description and use

Never-again lets your AI agent stop repeating mistakes you fixed, speeding up feature development without starting from scratch. Adoption is straightforward—add the library, configure error handling, and plug it into your existing RAG or agent workflow. It’s suitable for prototypes and internal workflows, though you should vet dependencies and maintenance before production use.

Use in a workflow

Never-again – so your AI agent stops repeating mistakes you fixed helps add AI capability without starting from a blank model stack.

• prototype AI features
• build RAG or agent workflows
• evaluate model tooling

Limitations and review notes

Medium: useful for prototypes or internal workflows, with dependency and maintenance checks before production.