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Notes on building systems, reading markets with constraints, and shipping with verification.
Machine learning is powerful, but in low-signal environments, interpretability and engineering safety factors matter more than a black-box peak score.
How a top-down gating stack filters most false signals before pattern recognition runs.
How I use agents and tools to move from idea to verified implementation across domains.