Autonomous, evidence-first engineering system for the BuildArena S02 (Besiege) Human-AI Engineering Challenge: rules-validated scorer, orbit/landing gates, isolated Autopilot agent run, submission packager.
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Deterministic-first cognitive orchestration with bounded TypeSafe JEV supervision, evidence-aware escalation, and privacy-minimizing telemetry.
Executable cognitive architecture: validated graph context, deterministic cache, bounded JEV routing and evidence-gated model collaboration.
Entry to the Predictive AI Evaluation Competition at NeurIPS 2026 (Stanford AIMS): Beta-Binomial shrinkage predictor, independent audit, reproducible protocol and public-data findings.
A local Gemma 4 jury reads the first 10 steps of a SWE-agent run, predicts failure, and lets a fixed budget resolve 29% more issues. Pre-registered study, Gemma 4 Paper Track.
Proof-carrying adaptive Luna-first cognitive routing for Promptothon 2026
Use the cheapest NVIDIA Nemotron that actually delivers: bounded agent tasks on Nebius Token Factory, deterministic checks and an auto-tier ladder (Lightning → Super → Ultra).
