FRONTIER RESEARCH PROGRAM I // NEURO-SYMBOLIC REASONING & FRONTIER INTELLIGENCE
Neuro-Symbolic Reasoning, Abstract Rule Induction & Zero-Regression Code Synthesis.
Eliminating cross-backbone stochastic variance and fine-tuning contamination across SWE-bench Verified (500 tasks, F = 74.10× collapse), SWE-bench Live, LiveCodeBench v6, GPQA Diamond (99.78% 5-LLM CLT), FrontierMath, ARC-AGI (95.6%), and Zero-Regression RTL Chip Design (EDA) Factories.
92.0% → 98.4%
SWE-bench Verified (Standalone & Frontier Wrap)
88.0% Static Pod → 92.0% Dynamic Standalone → 96.8%–98.4% Wrapping Opus 5.5, Argon 4, Astra 6 & Muse (0 bad patches).
95.6% • 4.2× Lift
ARC-AGI Abstract Rule Induction
100% rescue on the Missed-4 visual induction cohort without custom weight training or multi-turn brute force.
99.78% • 5-LLM CLT
GPQA Diamond Epistemic Ceiling
88.0% single-backbone dynamic Pass@1 and 99.78% ensemble verification on PhD-level physics, chemistry, and biology.
0.11–0.15 ms
Deterministic CPU Gate Latency
Single-turn (1.0) convergence with -67.1% to -83.6% token reduction and 87% compute cost savings.
SCIENTIFIC THESIS & CIVILIZATIONAL IMPACT // ZERO WEIGHT TUNING
Why Program I Powers the 3070 Utopia World: Epistemic Certainty Without Weight Retraining
In a frontier civilization, scientific discovery, autonomous software engineering, and silicon RTL chip synthesis cannot rely on probabilistic guesswork or $10M task-specific fine-tuning runs that go stale every quarter. Program I proves that frozen commodity and frontier backbones converge to deterministic epistemic truth in a single turn when governed by zero-tuning neuro-symbolic verification.
EMPIRICAL EVIDENCE // 4 RETIRED BENCHMARKS IN I. REASONING
Retired SOTA Benchmarks & Zero-Tuning Verification Proofs
#01 • BM-02 • ZERO WEIGHT TUNING
I. Reasoning
SWE-bench Verified: 92.0% #1 Turn-1 (+11.1 pts) · 88.0% Static · Up to 96.8%–98.4% When GRAMS™ Wraps Your Frontier API
Outperforms Claude Opus 5.5 (80.9%) and Gemini 4 Argon (80.8%) by +11.1 pts standalone (92.0% #1 Turn-1 · 88.0% Static Pod · F = 74.10× variance collapse), and reaches up to 96.8%–98.4% when GRAMS™ wraps your Frontier API (Opus 5.5 / Argon 4 / GPT-6 Astra / Fable 5.1 / Muse) with 0 bad patches shipped.
3-Stage Lift
92.0% #1 (+11.1 pts) · 88% Static
vs. Fine-Tuned / SOTA
Up to 96.8–98.4% Wrapping API
Gate Latency
0.156 ms Gate · 1.0 Turn
Token / Cost Cut
-83.6% Tokens · 0 Bad Patches
#02 • BM-04 / BM-05 • ZERO WEIGHT TUNING
I. Reasoning
SWE-bench Live (Rolling Post-Cutoff GitHub) & LiveCodeBench v6 Holistic Coding
Eliminates benchmark memorization and fine-tuning contamination on rolling post-cutoff GitHub issues and competitive algorithms, lifting frozen backbones to 88.0% Dynamic Pass@1 (0.942–0.945 F1) in a single pass.
3-Stage Lift
12.0%/44.0% → 64.0% → 88.0%
vs. Fine-Tuned / SOTA
54.2%–76.4% Frontier SOTA
Gate Latency
0.140 ms CPU · 1.0 Turn
Token / Cost Cut
-67.1% Tokens · 0 Weight Updates
#03 • BM-10 / BM-11 • ZERO WEIGHT TUNING
I. Reasoning
GPQA Diamond, FrontierMath & ARC-AGI Abstract Rule Induction (4.2× Lift)
Proves zero-tuning neuro-symbolic verification outperforms domain-tuned reasoning scaffolds on PhD-level epistemic science (88.0% GPQA Diamond, 99.78% 5-LLM CLT) and abstract visual rule induction (95.6% ARC-AGI · 100% Missed-4 Rescue).
3-Stage Lift
20.0%/48.0% → 72.0% → 95.6%
vs. Fine-Tuned / SOTA
71.3%–81.2% High-Compute
Gate Latency
0.150 ms CPU · 29–35 ms Edge
Token / Cost Cut
-67.7% Tokens · -87% Cost
#04 • BM-29 • ZERO WEIGHT TUNING
I. Reasoning
Zero-Regression Autonomous Software & RTL Chip Design (EDA) Factories (6 Backbones)
Turns commodity open-weight and frontier LLMs (including Gemma-4-26B at 100.0% live SWE Pass@1) into zero-regression autonomous code and Verilog/SystemVerilog RTL synthesis factories without custom weight training.
3-Stage Lift
20.0% → 68.4% → 91.9% Suite
vs. Fine-Tuned / SOTA
211 Bad Patches Un-Gated
Gate Latency
0.110 ms CPU · F = 74.10×
Token / Cost Cut
-83.6% Tokens · 0 Regressions
STANDALONE SUBSET MONOGRAPHS // I. REASONING
Inspect Individual Evaluation Subsets & SOTA Comparisons