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- Loko Release Gate Records
 
 
 
 
 
 
 
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- This repository contains public Release Gate decision artifacts for pinned vision model revisions.
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- Each run documents:
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- Model repository and exact revision
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- Dataset repository and exact revision
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- Declared release predicate
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- Deterministic PASS/FAIL decision
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- Receipt bundle and offline report
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- The purpose is simple:
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- To demonstrate that model releases can be governed by an explicit, machine-verifiable decision process.
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- Run A Baseline Repro (COCO)
 
 
 
 
 
 
 
 
 
 
 
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  Pinned YOLO model evaluated on COCO val2017 to reproduce benchmark surface.
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- This run demonstrates deterministic reproducibility and release decision recording.
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- Run B — Production Gate (Low-Light, Class-Scoped)
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- The same pinned YOLO revision evaluated under operational criteria using a low-light detection dataset.
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- This run demonstrates deployment-grade gating for a specific class (e.g., person) under stricter production predicates.
 
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- What This Is Not
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- This repository does not claim model superiority or benchmark competition.
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  It demonstrates auditable release governance.
 
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+ ---
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+ title: Loko AI
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+ emoji: 🔥
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+ colorFrom: gray
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+ colorTo: blue
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+ sdk: static
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+ pinned: true
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+ ---
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+ # Loko Release Gate Records
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+ Public Release Gate decision artifacts for pinned vision model revisions.
 
 
 
 
 
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+ ## What this is
 
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+ This Space serves as the organization card for LokoAI and describes the public release decision artifacts published in the `release-gate-records` dataset.
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+
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+ Each run includes:
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+ - Model repository + exact revision
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+ - Dataset repository + exact revision
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+ - Declared release predicate
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+ - Deterministic PASS/FAIL decision
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+ - Receipt bundle + offline report
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+
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+ ## Runs
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+
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+ ### Run A — Baseline Repro (COCO)
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  Pinned YOLO model evaluated on COCO val2017 to reproduce benchmark surface.
 
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+ ### Run B — Production Gate (Low-Light, class-scoped)
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+ Same pinned YOLO revision evaluated under operational criteria using a low-light detection dataset (class-scoped, e.g., `person`).
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+
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+ ## What this is not
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+ This does not claim model superiority or benchmark competition.
 
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  It demonstrates auditable release governance.