A deep engineering guide to building reliable LLM-based systems. Covers failure modes, hallucination control, evaluation traps, system decomposition, guardrails, and architecture patterns for treating LLMs as probabilistic components rather than deterministic logic. Focused on real engineering challenges, not hype.