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Notes on GenAI systems
Field notes from shipping, updated with 2025-2026 ecosystem signals.
Reliability-first LLM systems: what actually works in production
February 14, 2026 · 8 min read
How I design evals, fallbacks, and release guardrails for systems that survive real traffic.
Context engineering playbook I use before touching prompts
February 14, 2026 · 7 min read
The practical method I follow to shape inputs, retrieval, and constraints so outputs stay stable.
Agentic workflows at scale: from demo loops to dependable systems
February 14, 2026 · 9 min read
What changes when your agent needs to survive hundreds of tool calls and still produce trustworthy outcomes.