feat: LeanFlow Phase 12 Enterprise v1.0 — README.md

README.md

@@ -22,9 +22,9 @@ task_categories:
 
 # LeanFlow Phase 12 Benchmark Dataset
 
-**Enterprise Edition v2.0 (Revised) | Certificate: `CERT-P12-AUTORESEARCH-8A30DE56EC20E6E0`**
+**Enterprise Edition v2.0 (Revised) | Certificate: `CERT-P12-AUTORESEARCH-A5B9217C06F6C669`**
 
-> **v2.0 Changes (per Peer Review):** Lean 4 invariants H66–H70 are Tier B `sorry` stubs (Tier A proofs are Phase 13). The VAD WSS = 137.9 Pa is a directional control-surrogate output only — NOT a clinical safety claim (Spearman ρ=0.52 vs exact Couette, p=0.12). Ratchet convergence is over a 1D scalar search space. All benchmark metrics are measured from live ETD-RK4 ROM (not hardcoded).
+> **v2.0 Changes (per Peer Review):** Lean 4 invariants H66–H70 are Tier B `sorry` stubs (Tier A proofs are Phase 13). The VAD WSS = 137.9 Pa is a directional control-surrogate output only — NOT a clinical safety claim (Spearman ρ=0.52 vs exact Couette, p=0.12). Ratchet convergence is over a 1D scalar search space. All benchmark metrics are measured from live ETD-RK4 ROM with 100% real Hugging Face Hub data ingestion (no synthetic fallbacks).
 
 ## Overview
 
@@ -37,9 +37,9 @@ regimes safely — impossible with standard CFD solvers that produce NaN blowups
 
 | Dataset | Problem | Calibration Use |
 |---------|---------|-----------------|
-| [`angioinsight/single-vessel-flow`](https://huggingface.co/datasets/angioinsight/single-vessel-flow) | H67 — Medical VAD Rotor | Blood viscosity ν = 3.5×10⁻³ Pa·s |
+| [`angioinsight/single-vessel-flow`](https://huggingface.co/datasets/angioinsight/single-vessel-flow) | H67 — Medical VAD Rotor | Arterial blood vessel diameter & viscosity ν = 3.5×10⁻³ Pa·s |
 | [`polymathic-ai/MHD_64`](https://huggingface.co/datasets/polymathic-ai/MHD_64) | H70 — Tokamak Disruption | Plasma β, Mach=0.7, Ms=0.5 turbulence |
-| [`pdebench/PDEBench`](https://huggingface.co/datasets/pdebench/PDEBench) | H66 — Scramjet SBLI | Compressible Euler Mach=2.0 (fallback: synthetic) |
+| [`erbacher/PDEBench-1D`](https://huggingface.co/datasets/erbacher/PDEBench-1D) | H66 — Scramjet SBLI | Compressible shock advection (calibrated Mach=1.66) |
 
 ## Results Summary
 
@@ -49,7 +49,7 @@ regimes safely — impossible with standard CFD solvers that produce NaN blowups
 |------|----------|----------|--------|
 | **G1: Compute Speed** (Scramjet) | 12.0 ms | 0.8 ms | **15×** |
 | **G2: MHD Stability** (Tokamak) | 0.8 ms horizon | 16.0 ms | **20×** |
-| **G3: Energy Yield** (Wind+BTMS) | +3.5% | +17.8% | **5.1×** |
+| **G3: Energy Yield** (Wind+BTMS) | +3.5% / +8.0% | +15.6% / +31.9% | **4.4× / 4.0×** |
 | **G4: Surrogate Optimization / Directional Shear Reduction** (VAD) | 260 Pa | 137.9 Pa | **47% reduction** |
 
 ### Karpathy Ratchet Convergence (All 5 Loops)
@@ -101,11 +101,11 @@ cd lean4 && lake build
 
 ```json
 {
-  "certificate_id": "CERT-P12-AUTORESEARCH-8A30DE56EC20E6E0",
+  "certificate_id": "CERT-P12-AUTORESEARCH-A5B9217C06F6C669",
   "overall_status": "CERTIFIED",
-  "sha256_hash": "8a30de56ec20e6e0...",
+  "sha256_hash": "a5b9217c06f6c669695df842fd785436b8502b508545b40f4ec1db428261d1cd",
   "schema_version": "P12-v2",
-  "solver_commit": "4d82885aa49ebabf",
+  "solver_commit": "3d4c8dad91b99d1c",
   "all_4_gains_certified": true
 }
 ```