Update README.md

README.md

@@ -1 +1,76 @@
+---
+pretty_name: Loko Release Gate Records
+task_categories:
+  - object-detection
+language:
+  - en
+license: mit
+---
+
 # Loko Release Gate Records
+
+Public, third-party anchored **Release Gate** decision artifacts for pinned vision model revisions.
+
+This repository publishes two runs that demonstrate the difference between:
+- **Run A (Baseline Repro):** reproducible benchmark surface on COCO
+- **Run B (Production Gate):** class-scoped operational gating under low-light conditions
+
+This is not a benchmark leaderboard claim. It is an audit-friendly release record pattern.
+
+---
+
+## What a “Release Gate Record” contains
+
+Each run includes:
+- Pinned **model repo + exact commit revision**
+- Pinned **dataset repo + exact commit revision**
+- Declared **release predicate** (the gate)
+- Deterministic **PASS/FAIL** container (certificate)
+- Metrics JSON placeholder (filled when the run is executed)
+- Paths reserved for a portable offline report and receipt bundle
+
+---
+
+## Runs
+
+### Run A — Baseline Repro (COCO)
+
+**Goal:** Bind a release decision to pinned, reproducible inputs on a benchmark surface.
+
+- Model: `Ultralytics/YOLOv5` @ `553ca28641b8c2129596b0ecc50fc0902f7bd7ac` (`yolov5s.pt`)
+- Dataset: `rafaelpadilla/coco2017` @ `7d5136d6952da2df12d99106e2cce2a65324617d` (split: `validation`)
+- Gate: `coco_baseline_map50_floor_v1` (mAP@0.50 >= 0.36)
+
+Folder: `run-a-baseline-repro/`
+
+---
+
+### Run B — Production Gate (Low-Light, class-scoped)
+
+**Goal:** Demonstrate production-style gating: PASS/FAIL is defined by operational predicates, not benchmark bragging.
+
+- Model: `Ultralytics/YOLOv5` @ `553ca28641b8c2129596b0ecc50fc0902f7bd7ac` (`yolov5s.pt`)
+- Dataset: `SatwikKambham/ex-dark` @ `f2a15374dae8c90395f461c5ba0546c034751665`
+- Scope: class-scoped to `person`
+- Gate: `exdark_person_operational_gate_v1` at confidence 0.5  
+  - precision >= 0.70  
+  - recall >= 0.60  
+
+Folder: `run-b-production-gate/`
+
+---
+
+## How to verify the pinned inputs
+
+You can fetch an exact revision of a repo using the `revision` parameter.
+
+### Download this repo at a specific commit
+
+```python
+from huggingface_hub import snapshot_download
+
+snapshot_download(
+  repo_id="LokoAI/release-gate-records",
+  repo_type="dataset",
+  revision="main"
+)