LLM Output Validation: Structured Outputs & Guardrails Posted by By MPRAUTO MPRAUTO June 8, 2026Posted inAINo Comments A production 2026 pattern for LLM output validation: constrained decoding, JSON-schema structured outputs, guardrails, and self-repair loops that actually hold.
Agentic RAG Architecture Patterns: When Plain RAG Is Not Enough Posted by By MPRAUTO MPRAUTO April 16, 2026Posted inAINo Comments Four agentic RAG patterns — planner-retriever, router, graph-RAG agent, reflective RAG. When each is worth it and the failure modes each introduces.