RC RANDOM CHAOS

LLM engineering

15 posts

Article

Agents Need Orchestration

Managed agents aren't plug-and-play. Real reliability comes from structured pipelines with validation, state tracking, and fallbacks-no exceptions.

Article

Claude Code's System Prompt Is a Production AI Agent Blueprint

Claude Code's system prompt is a working engineering spec for production AI agents. Six concrete patterns for context isolation, tool selection, parallelism, error recovery, memory, and blast radius management.

Article

The Real Architecture Behind Reliable AI Systems

Reliability in AI systems comes not from smarter models or autonomy, but from deterministic control, validation, and predictable failure recovery-patterns already proven in real-world production environments.