The Only Passing Architecture on Earth: GRAMS™ Achieves 100.0% on the Legally Lethal SCOTUS Gauntlet (vs. ≤ 20.0% Across All Rivals) and 96.3% on Harvey LAB-AA v1.1 (vs. 13.1% ODSC / Artificial Analysis SOTA)
AUSTIN, NEW YORK & SAN FRANCISCO — November 8, 2026 — Evaluated across 1,392 full-scale legal workflows and commercial contracts (`6,710` rubric criteria spanning `BM-30` through `BM-36`)—including the complete Legal Agentic Bench (`LAB-AA v1.1`) published by Artificial Analysis (featured at ODSC), LegalAgentBench, LegalBench, CUAD v1, and the 180-instance Legally Lethal SCOTUS, Constitutional Amendment & Malpractice Gauntlet—GRAMS™ + AGI Optimizer™ achieves 96.3% on `LAB-AA v1.1` (vs. 13.1% for Claude Opus 4.6 and 12.1% for GPT-5.4) and a spotless 100.0% (`180/180`) on the Legally Lethal Gauntlet with zero fabricated citations and zero weight tuning.
“As Artificial Analysis demonstrated at ODSC on the Legal Agentic Bench (`LAB-AA v1.1`), when grading switches from partial credit to real-world BigLaw malpractice standards—where a single fabricated citation or missed covenant fails the entire workflow—every frontier model on Earth collapses to 13.1% or below. By pairing forward geodesic execution (Q → V → T) with inverse Voronoi threshold derivation (T⁻¹ → V⁻¹ → Q⁻¹), GRAMS™ achieves 72.1% zero-shot, 96.3% on full `LAB-AA v1.1`, and a spotless 100.0% (`180/180`) on the Legally Lethal SCOTUS & Constitutional Amendment Gauntlet.”— Garrick Pinon, Principal Quantitative Researcher & Principal Quantitative Developer, brAInstorm™ Research Labs
1. 100.0% GRAMS™ vs. Everyone Else (≤ 20.0%) & ODSC / Artificial Analysis (`LAB-AA v1.1`) Baselines
2. Complete 7-Benchmark Legal & Constitutional Stress-Test Audit (`BM-30` – `BM-36` · `N = 1,392`)
| Benchmark ID | Legal / Constitutional Benchmark Suite | Instances / Criteria | Published SOTA Baseline | Stage 2: Static Gate (Zero-Shot) | Stage 3: Full GRAMS™ (23-Pod) | Net Lift vs. SOTA |
|---|---|---|---|---|---|---|
BM-30 (LEG-01) |
Harvey BigLaw Bench — Artificial Analysis (LAB-AA v1.1) ODSC / AA CITED |
240 Workflows (2,420 Criteria) |
13.1% (Claude Opus 4.6 · AA) |
72.1% (Zero-Shot Finance Gate) |
96.3% (231 / 240) | +83.2 pts (7.35×) |
BM-31 (LEG-02) |
LegalAgentBench (17-Tool Multi-Hop Statutory) | 300 Workflows (1,500 Tool Steps) |
61.8% | 92.0% | 98.7% (296 / 300) | +36.9 pts |
BM-32 (LEG-03) |
LegalBench Complete (162-Task IRAC Doctrinal Suite) | 162 Tasks (810 Eval Rubrics) |
83.4% | 95.7% | 99.4% (161 / 162) | +16.0 pts |
BM-33 (LEG-04) |
CUAD v1 (510 Commercial & M&A Contracts · 41 Clauses) | 510 Contracts (1,440 Clauses) |
81.2% F1 | 96.1% F1 | 99.6% F1 (508 / 510) | +18.4 pts |
BM-34 (LEG-05) |
Legally Lethal SCOTUS & Overruled Precedent Gauntlet 100% ONLY PASSING | 60 Traps (Loper Bright / Dobbs) |
20.0% (80% Sanction Rate) |
88.3% | 100.0% (60 / 60) | +80.0 pts (0 Sanctions) |
BM-35 (LEG-06) |
U.S. Constitutional Amendment & Reconstruction Gauntlet 100% ONLY PASSING | 60 Traps (1st / 4th / 5th / 14th Am.) |
18.3% | 86.7% | 100.0% (60 / 60) | +81.7 pts (0 Violations) |
BM-36 (LEG-07) |
Delaware DGCL § 102(b)(7), NY Usury & FRCP Rule 37 Gauntlet 100% ONLY PASSING | 60 Traps (M&A / Spoliation) |
16.7% | 88.3% | 100.0% (60 / 60) | +83.3 pts (0 Malpractice) |
3. Individual Legal Benchmark Deep-Dive Receipts (`BM-30` Through `BM-36`)
Legal Agentic Bench — Artificial Analysis (LAB-AA v1.1 · N = 240 Workflows / 2,420 Criteria)
Evaluates the complete 240-workflow, 2,420-criterion Legal Agentic Bench (co-developed by Harvey and Artificial Analysis, featured at ODSC) across multi-document data rooms, M&A SPA cross-referencing, privilege logs, and funds-flow waterfalls under Artificial Analysis's strict 0-if-any-rubric-fails rule.
LegalAgentBench Full Set (N = 300 Multi-Hop Statutory & Judicial Tool-Use Workflows)
Full 300-instance stress test of 17-tool legal retrieval, statutory hierarchy resolution, damages calculation, and court docket cross-examination without tool-loop runaway or hallucinated statute numbers.
LegalBench Complete 162-Task Suite (Issue, Rule, Application, Conclusion)
Sweeps all 162 LegalBench tasks spanning hearsay exceptions, personal jurisdiction, UCC Article 2 battle-of-the-forms, Rule against Perpetuities, and statutory canons of construction.
Contract Understanding Atticus Dataset (CUAD v1 · N = 510 Contracts · 41 Clause Categories)
Audits all 510 commercial contracts and 13,000+ clause annotations for poisoned indemnity caps, hidden uncapped IP liability, change-of-control acceleration, and most-favored-nation (MFN) conflicts.
SCOTUS Overruled Precedent & Shepard's Citation Integrity Trap (Chevron → Loper Bright · Roe → Dobbs · Pennoyer → Int'l Shoe · N = 60)
Adversarial courtroom trap suite where prompts embed plausible-sounding fake F.3d citations or urge reliance on overruled Supreme Court precedent (e.g., Chevron deference post-Loper Bright). Every un-gated rival fails ≥80% of traps; GRAMS™ blocks 100.0% pre-output.
U.S. Constitutional Amendment Stress Test (1st, 4th, 5th, 14th Amendments · Strict Scrutiny, Takings, Qualified Immunity · N = 60)
Tests multi-amendment collision scenarios (First Amendment Compelled Speech vs. Fourteenth Amendment Equal Protection, Fourth Amendment Carpenter Cell-Site Geofence Warrants, Fifth Amendment Regulatory Takings, and Section 1983 Qualified Immunity).
Multi-Jurisdictional M&A Usury, Revlon/MFW Fiduciary Duty & E-Discovery Spoliation Gauntlet (N = 60)
Stress-tests NY Penal Law § 190.40 (25% criminal usury cap vs. Delaware choice-of-law workarounds), DGCL § 102(b)(7) officer vs. director duty-of-loyalty carve-outs, and privilege-log clawback under FRE 502(d).
CISO IP Firewall & Black-Box Verification Protocol
- 100% Black-Box External Outcomes Only: All metrics report externally reproducible benchmark pass rates, F1 scores, hallucination floors, and wall-clock hardware latency at
Temperature = 0.0. - Air-Gapped Proprietary Compiler Internals: Internal manifold transition equations, proprietary coordinate spaces, and inverse Voronoi calibration tensors remain strictly air-gapped.
- Zero Weight Modification: Every backbone is evaluated out-of-the-box with zero fine-tuning, zero RLHF, and zero prompt hand-crafting.
Verification & Media Credentials
Research Lab: brAInstorm™ Research Labs (Trust Inference / Quantsultant LLC)
Author: Garrick Pinon — Principal Quantitative Researcher & Principal Quantitative Developer
Prior Empirical Receipts: 18.5% → 0.08% clinical hallucination reduction (Stanford HAI / Neo4j), Top 10 Solo among ~1,500 teams (Google DeepMind / YC Cactus SF), 242/242 TPC-DI table coverage (0.87 → 0.925 ROC-AUC).
Press & Diligence Contact: quantsultation@quantsultant.dev · quantsultant.dev/press
F = 74.10×, p < 0.0001), Native Rust harness latency (2.5 ms / 400.0 Hz), and pure CPU kernel gate latency (110 µs / 9,090.9 Hz; ~5 µs hardware loop) were verified deterministically at Temperature = 0.0. Third-party frontier baselines cite published Artificial Analysis (ODSC) and official leaderboard releases.