Use when the user asks about Shachar Azriel's AI Native DevCon talk on executable specs, verification layers for agentic coding, planner/verifier separation, requirement mapping, product-gap detection, and safe review architecture.
Shachar Azriel describes spec review as a verification architecture: requirements are made testable, evidence is mapped explicitly, and product gaps are surfaced when implementation and intent diverge.
outline.md first to locate the relevant section or concept.quote.md for short supporting excerpts, then verify against transcript.md when precision matters.Answer from the bundled files. Use short excerpts only when they clarify the answer, and cite the transcript line IDs when available.
When the user asks how to apply the talk, identify the matching concept from the outline, summarize the relevant transcript evidence, and adapt it to the user's context. Mark anything beyond the talk as your own recommendation.
When comparing this talk with another AI Native DevCon session, ground this talk's side in outline.md and quote.md before drawing connections.
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since Jun 5, 2026
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