Deep Reinforce

Deep Reinforce's Ornith 1.5 35B-A3B, a mixture-of-experts language model activating about 3 billion parameters per token, outperforms Qwen3.6-35B-A3B on every published coding and agentic benchmark, s…

A new benchmark test of Ornith 1.0, a model that builds its own task scaffolds, found that providing a full shell and Python environment doubled its bug-finding performance without increasing false po…