On SWE-Bench Verified, the model achieved a score of 70.6%. This performance is notably competitive when placed alongside significantly larger models; it outpaces DeepSeek-V3.2, which scores 70.2%, ...
Hybrid web crawler that intelligently renders JavaScript-heavy pages only when needed — balances content coverage and infrastructure cost using heuristic scoring + conditional Playwright rendering.