/articles
Field notes on production AI.
Practical writing on Interpreted Context Methodology, agent architecture, and the patterns that survive contact with real systems.
What is Interpreted Context Methodology?
ICM replaces brittle agent frameworks with a deceptively simple primitive: folders. Here’s why structure beats orchestration.
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Production-grade agents without frameworks
You don’t need LangGraph, CrewAI, or AutoGen to ship. A directory, a runner, and a strict context discipline outperform most of them.
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Auditing an AI workflow in 30 minutes
A repeatable checklist I use on every consulting engagement to find the cheapest wins in an existing AI pipeline.
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Training a team on ICM in one week
The training arc I run with engineering teams adopting Interpreted Context Methodology — five days, five folders, real production output.
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