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AI in Production: No Hype, Just Patterns

I build this site to share practical, engineer-led patterns for deploying and operating AI systems in the real world. My goal is to make complex ideas actionable — clear guidance, no hype.

Beyond the Bot: The 2026 Agentic Playbook

Agentic Playbook overview diagram
Agentic Playbook overview — architecture, orchestration, and safety layers.

Agentic Playbook summary

Playbook — Key Moves

  • Design agents around capability + observability, not just prompts.
  • Use GraphRAG for structured retrieval and provenance.
  • Separate orchestration, policy, and execution layers.
  • Test safety via staged environments and canary agents.
  • Measure cost per outcome; tune routing for latency/cost tradeoffs.

AI-Ready Data Architecture

Agentic Playbook overview diagram
Orchestration, GraphRAG, MCP, and safety for production agents.