Agnuxo1/AIMS-PAIEC-2026
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.
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Latest capture 2026-10-29 04:01
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Entry to the Predictive AI Evaluation Competition at NeurIPS 2026 (Stanford AIMS): Beta-Binomial shrinkage predictor, independent audit, reproducible protocol and public-data findings.
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.
Semantic ifs from open models, on a 3090 at home. Independent; not affiliated with Jev or TypeSafe.
Reliability by construction for long-horizon healthcare agents on χ-Bench (IEEE Big Data Cup 2026, Challenge 07): contract-checklist hooks, critic panel and closure gate on the official Claude Code harness.
Residual-stream probes predict whether small math LLMs stay correct under meaning-preserving perturbations — from one forward pass, before generation. AIMO Interpretability Challenge 2026, Small Models Track.
Explainable agent that re-checks a grant compliance register against a rewritten federal regulation, using one federated Zetaris view over PostgreSQL, files and the live eCFR API.