Professional Knowledge
Mental models, system mechanics, trade-offs, failure modes, and practical patterns.
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A living technical knowledge base for learning, designing, building, evaluating, and operating production AI systems.
The unit of progress is not a page read. It is a system understood, a hypothesis tested, or a decision made clearer.
Each topic starts with a reason to care, builds a mental model, explains the mechanics, then turns toward engineering decisions. The learning journey provides cadence; the notes capture compression; Shadow Harness provides a concrete system in which ideas collide with reality.