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-title: README
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-Edit this `README.md` markdown file to author your organization card.
+Loko Release Gate Records
+
+This repository contains public Release Gate decision artifacts for pinned vision model revisions.
+
+Each run documents:
+Model repository and exact revision
+Dataset repository and exact revision
+Declared release predicate
+Deterministic PASS/FAIL decision
+Receipt bundle and offline report
+
+The purpose is simple:
+To demonstrate that model releases can be governed by an explicit, machine-verifiable decision process.
+
+Run A — Baseline Repro (COCO)
+Pinned YOLO model evaluated on COCO val2017 to reproduce benchmark surface.
+This run demonstrates deterministic reproducibility and release decision recording.
+
+Run B — Production Gate (Low-Light, Class-Scoped)
+The same pinned YOLO revision evaluated under operational criteria using a low-light detection dataset.
+This run demonstrates deployment-grade gating for a specific class (e.g., person) under stricter production predicates.
+
+What This Is Not
+This repository does not claim model superiority or benchmark competition.
+It demonstrates auditable release governance.