Open-weights (qwen3:30b-a3b, local via Ollama) reproduction of ICML 2026 paper Z15BvlGl1S, 'Learning the Best Under Constraints: A Duality-Based Framework' (constrained linear best-arm identification). Candidate for the OpenResearch Open-Weights Award. The model wrote every experiment script, ran it, interpreted its own measured output, and assigned every verdict; the harness only executed code and fed back technical critiques across 4 adversarial scrutiny rounds. Final verdicts: Claim 1 toy, Claim 2 inconclusive.
tomyimkc/icml26-z15bvlgl1s-openweights-01941eaf