Your AI Agent's Patch Is Fine. The Repo Won't Let You File It.

The first hard failure in an AI‑written contribution highlighted repo restrictions that block pull request creation, showing that documentation of closed doors precedes code. Meanwhile, browser agent APIs provide essential web‑access capabilities, and Polymarket data reveal Google leading as the best model (62%) while Anthropic dominates as the best agent (57%), indicating a structural shift between model and agent performance.