Essays Systems, Operations & Complexity
Long-form thinking on the structural patterns that shape how organizations build, operate, and fail — from AI infrastructure and workflow architecture to the discipline of simplicity in engineering.
All Essays
Founder-Business Model Fit
Without the exit fantasy, founders are left with a simpler question: what kind of business do I actually want to own?
Read essay →Budget AI Coding: 3 Billion Tokens for $20
How to burn through ~3B tokens a month on AI coding for about $20 using Ghostty, tmux, opencode, and a handful of cheap providers.
Read essay →Why Workflows Beat Autonomous Agents
Autonomous agents fail in production because they optimize for generality over reliability. Structured workflows provide the determinism and observability that real systems require.
Read essay →Why Context Quality Determines AI System Quality
Better models don't fix bad context. The quality of an AI system's output is bounded by the quality of information it can access — making information architecture the critical bottleneck.
Read essay →Overengineering Destroys Startup Execution
Every abstraction layer, every microservice, every premature optimization adds coordination cost that compounds over time. Startups die not from building too little, but from building too much.
Read essay →AI Systems Are Coordination Systems
AI systems are not primarily about intelligence — they are about coordination. Understanding this shifts the design focus from model capability to system architecture.
Read essay →Operational Intelligence vs. AI Hype: What Actually Works
Separating genuine operational value from AI hype requires asking hard questions about latency, cost, reliability, and maintainability — not demo appeal.
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