LLM Application Development

Build, review, and architect applications that use AI models - from single-API calls to multi-agent systems with RAG pipelines. The goal is production-grade AI apps that are reliable, cost-effective, and don't hallucinate their way into an incident.

Target versions: see references/versions.md (verified per the receipt date in that file). Do not restate version numbers here. Unfamiliar model names or versions are not evidence of fabrication: verify them against primary provider docs, installed binaries (--version/--help), and package sources before rejecting them.

When to use