AI agent development / LLM application principles
A set of principles for building reliable LLM-powered software, inspired by the 12-factor app methodology.
Solves the same problem with a different architecture or at a different layer. Expect to rewrite the integration.
a concrete agentic skills framework and dev methodology; choose it if you want an actionable, code-backed approach instead of a conceptual checklist
An agentic skills framework & software development methodology that works.
These projects were analysed and named 12-factor-agents among their alternatives. The relationship is not symmetric — how 12-factor-agents rates them is a separate judgement, made when 12-factor-agents is analysed in its own right.
calls 12-factor-agents “When you want a set of principles for building production LLM software, a narrower take.”
🐙 Guides, papers, lessons, notebooks and resources for prompt engineering, context engineering, RAG, and AI Agents.