Production AI Field Guide
Topic hubs for building AI systems that survive contact with production
Curated reading paths across agent harnesses, LLM APIs, evals, reliability, security, and AI-assisted engineering.
Production LLM Systems
Practical architecture, API design, context management, cost control, and reliability patterns for shipping LLM-backed software.
Topic HubAgentic AI Systems
Agent harnesses, orchestration loops, self-improving systems, automation patterns, and practical agent infrastructure.
Topic HubAI Evaluation & Reliability
Benchmarks, eval design, drift detection, degradation, prompt testing, regression gates, and reliability practices for AI systems.
Topic HubAI Security & Governance
Security reviews, supply-chain risk, red teaming, data governance, ownership models, and approval gates for production AI.
Topic HubClaude & AI Coding Workflows
Claude Code, autonomous coding loops, promptable development workflows, and practical guardrails for AI-assisted engineering.