Short Essay · 2026-07-08 · 09:20 AM PT Four review layers, each sensing a different modality. Independent ones do not share blind spots. Claim: A reviewer that reasons about your code and one that ru
Building agentic and runtime systems. Writing about routing, rails, and the decision gates that keep autonomous systems from being confident
Founder & Systems Architect. Building governed AI operating systems focused on decision authority, memory, and auditability.
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