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AI-native engineering leader (AI-as-default) since 2025—spec-to-code, automated reviews, and test generation with measurable quality gates.

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The harness layer for Claude Code — a reference implementation of harness engineering with hook-enforced dual review, state-machine gates that survive context compaction, and fail-closed safety where it counts. Quality gates that AI can't skip.

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