Field Dispatches & Empirical Benchmarks
Reproducible paired-container evaluations, contamination-free algorithmic benchmarks, and hardware telemetry verifying deterministic AST quality gates and hermetic Git worktrees in practice.
Polyglot Brownfield Bench: Turning Nomos Into a Pass-Rate Multiplier Across Local Qwen 27B & Zero-Hint Gemini 3.8 Flash
Across 24 paired trajectories spanning 233k+ LOC of mature Python, Go, and JavaScript OSS repositories, 11-language AST parity, diff-scoped TDD, navigation-first topology maps, and a 12/20 read-spiral gyroscope beat stock Control on both local RTX 4080 silicon (5/6 vs. 4/6) and zero-file-hint frontier Gemini 3.8 Flash (3/6 vs. 2/6).
Trial by Trace Paired Audit: Cutting Harness-Caused Agent Failures by 18.2% on Claude Code
Across 190 isolated Docker containers on TraceTrial-Bench (arXiv:2610.32285), adding compiled 4ms Go hooks to stock Claude Code v2.1.220 lifted Agent deliverables +15.2% (+78.3% in Context & Continuity) without changing a single model weight.
Autonomous Swarm Burndown: 373 Technical Debt Items Resolved via Google Gemini & Nomos Dual-Core Substrate
Empirical evaluation of fully autonomous swarm burndowns: Google Gemini 3.5 Flash-Lite cloud workers execute multi-task cycles against 39 hard compile-time DoD quality gates with zero human-in-the-loop intervention.
Aider Polyglot Shootout: 100% Multi-Language Code Editing on Local Sovereign Silicon
Empirical results from the Aider Polyglot Benchmark Suite: 100% Pass@1 accuracy across Go, Python, Rust, JavaScript, and C++ on local RTX 4080 hardware.
LiveCodeBench Shootout: Contamination-Free Algorithmic Reasoning on Sovereign Silicon
Empirical results from the LiveCodeBench Golden Suite: 100% Pass@1 accuracy across LeetCode, AtCoder, and Codeforces on local RTX 4080 silicon.
SWE-bench Shootout: Local RTX 4080 (Qwen3.8-27B) vs Cloud Gemini 3.7 Flash
Empirical results from the SWE-bench Verified Golden Mini Suite: Local 27B inference matches cloud frontier accuracy at 60.0% with 11.2 mean turns and exact resolution parity.
RTX 4080 (16GB) Zero-Spill Inference with Qwen3.8-27B
Empirical benchmarks on 100% GPU VRAM offload, 38.8 tokens/second generation speed, and dual 16k context slots on local workstation silicon.
Nomos