Nlp Prod

Configure and run the isolated eval loop pattern — generate, evaluate, refine until pass threshold met

Production readiness review — strip prototype scaffolding, harden code, validate cost model, generate prod/ artifacts

Analyze LLM pipeline costs and generate concrete optimization recommendations with savings estimates

Interactive LLM inference pipeline design — elicits requirements, recommends pattern, scaffolds production-ready artifacts

Show status overview of all LLM inference pipelines in the current project

Production prompt engineering — write, iterate, and refine prompts with built-in eval loop feedback

Recommends the right LLM pipeline pattern for a use case — simple chain, embedded agent, state machine, RAG, eval loop, or dynamic prompt