Update README.md

README.md

@@ -17,6 +17,8 @@ This repository publishes two runs that demonstrate the difference between:
 
 This is not a benchmark leaderboard claim. It is an audit-friendly release record pattern.
 
+> Note: Hugging Face’s Dataset Viewer may show a warning because this repo is an artifact record store (reports, manifests, receipts), not a dataset split intended for browsing.
+
 ---
 
 ## What a “Release Gate Record” contains
@@ -26,8 +28,10 @@ Each run includes:
 - 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
+- Metrics JSON (filled when the run is executed)
+- Offline HTML report + receipt bundle
+- Checkout manifest + signature
+- Full folder manifest (hash index)
 
 ---
 
@@ -41,7 +45,14 @@ Each run includes:
 - Dataset: `rafaelpadilla/coco2017` @ `7d5136d6952da2df12d99106e2cce2a65324617d` (split: `validation`)
 - Gate: `coco_baseline_map50_floor_v1` (mAP@0.50 >= 0.36)
 
-Folder: `run-a-baseline-repro/`
+Artifacts:
+- Folder: [run-a-baseline-repro/](run-a-baseline-repro)
+- Report: [run-a-baseline-repro/report.html](run-a-baseline-repro/report.html)
+- Certificate: [run-a-baseline-repro/release_certificate.json](run-a-baseline-repro/release_certificate.json)
+- Metrics: [run-a-baseline-repro/evaluation_metrics.json](run-a-baseline-repro/evaluation_metrics.json)
+- Checkout manifest: [run-a-baseline-repro/checkout_manifest.json](run-a-baseline-repro/checkout_manifest.json)
+- Signature: [run-a-baseline-repro/checkout_manifest.sig](run-a-baseline-repro/checkout_manifest.sig)
+- Full hash index: [run-a-baseline-repro/loko_manifest.json](run-a-baseline-repro/loko_manifest.json)
 
 ---
 
@@ -52,19 +63,40 @@ Folder: `run-a-baseline-repro/`
 - 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/`
+- Gate: `exdark_person_operational_gate_v2_strict` at confidence 0.5  
+  - precision >= 0.85  
+  - recall >= 0.80  
+
+Artifacts:
+- Folder: [run-b-production-gate/](run-b-production-gate)
+- Report: [run-b-production-gate/report.html](run-b-production-gate/report.html)
+- Certificate: [run-b-production-gate/release_certificate.json](run-b-production-gate/release_certificate.json)
+- Metrics: [run-b-production-gate/evaluation_metrics.json](run-b-production-gate/evaluation_metrics.json)
+- Checkout manifest: [run-b-production-gate/checkout_manifest.json](run-b-production-gate/checkout_manifest.json)
+- Signature: [run-b-production-gate/checkout_manifest.sig](run-b-production-gate/checkout_manifest.sig)
+- Full hash index: [run-b-production-gate/loko_manifest.json](run-b-production-gate/loko_manifest.json)
 
 ---
 
-## How to verify the pinned inputs
+## Quick verify in 30 seconds
+
+1) Open the **certificate** and confirm the decision:
+- Run A: PASS  
+- Run B: FAIL  
+
+2) Confirm the **receipt bundle** is fully indexed:
+- `checkout_manifest.json` lists `receipt_bundle/**` with sha256 + sizes
 
-You can fetch an exact revision of a repo using the `revision` parameter.
+3) Confirm the folder is fully indexed:
+- `loko_manifest.json` lists the full run folder (including the manifest + signature files) with sha256 + sizes
+
+4) Confirm the signer identity is pinned:
+- `PUBKEY_PIN.txt` contains the pinned pubkey hash
+- `operator_ed25519_public.pem` provides the demo public key used for signing
+
+---
 
-### Download this repo at a specific commit
+## How to fetch this repo by revision
 
 ```python
 from huggingface_hub import snapshot_download