Update README.md

README.md

@@ -5,33 +5,37 @@ colorFrom: gray
 colorTo: blue
 sdk: static
 pinned: true
-short_description: Deterministic model release records
+short_description: Verifiable release decisions with receipts
 ---
 
 # Loko Release Gate Records
 
-Public Release Gate decision artifacts for pinned vision model revisions.
+Public, third-party anchored **Release Gate** decision artifacts for pinned vision model revisions.
+
+This is an artifact record store (reports, manifests, receipts), not a browsable dataset split.
 
 ## What this is
 
-This Space serves as the organization card for LokoAI and describes the public release decision artifacts published in the `release-gate-records` dataset.
+This page is a landing card for Loko AI and points to the public records in the `release-gate-records` dataset.
 
 Each run includes:
-- Model repository + exact revision
-- Dataset repository + exact revision
-- Declared release predicate
-- Deterministic PASS/FAIL decision
-- Receipt bundle + offline report
+- Pinned model repo + exact commit revision
+- Pinned dataset repo + exact commit revision
+- Declared release predicate (the gate)
+- Deterministic PASS/FAIL decision certificate
+- Receipt bundle + offline HTML report
+- Checkout manifest + signature
+- Full folder hash index (sha256 + size)
 
 ## Runs
 
 ### Run A — Baseline Repro (COCO)
-Pinned YOLO model evaluated on COCO val2017 to reproduce benchmark surface.
+A reproducible benchmark surface bound to a release decision using COCO `val2017`.
 
 ### Run B — Production Gate (Low-Light, class-scoped)
-Same pinned YOLO revision evaluated under operational criteria using a low-light detection dataset (class-scoped, e.g., `person`).
+Operational gating under low-light conditions using a class-scoped predicate (for example, `person`).
 
 ## What this is not
 
-This does not claim model superiority or benchmark competition.  
-It demonstrates auditable release governance.
+Not a leaderboard or “best model” claim.  
+It demonstrates auditable release governance: decisions you can re-verify offline.