March 2025
PhilosophyProduction
Why I stopped building demos
The gap between demo theater and production reality is where most AI projects die. Here is what I do instead.
Read notePortal
Build notes
Public notes on builds, systems, and what I am shipping. Real lessons from production AI systems, not theoretical takes.
February 2025
ArchitectureAgents
Multi-agent orchestration patterns that actually work
After building dozens of agent systems, these are the patterns that survive contact with real users and real data.
Read noteFebruary 2025
MindsetOperations
The operator mindset for AI builders
Shipping is not the finish line, it is the starting point. How to think about AI systems as living infrastructure.
Read noteJanuary 2025
ProductionSafety
Guardrails that do not kill velocity
Logging, permissions, evals, rollback paths, without slowing down shipping. The balance I have found.
Read noteJanuary 2025
AgentsArchitecture
Tool calling is underrated
The real power of LLMs is not generation, it is orchestration. How I structure tool-calling agents.
Read noteDecember 2024
BusinessPhilosophy
What I look for in project fit
Not every project is a good match. Here is my mental model for evaluating whether to take something on.
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