Ornith-1.0 397B
Ornith-1.0 397B is available now for coding, rag, and agents with open-source and 262k context; evaluate it while provider pricing coverage matures.
Use it for
- Teams evaluating coding, rag, and agents
- Workloads that can use a 262k context window
Do not use it for
- Cost-sensitive launches that need sourced token pricing
- Vision or document-understanding workloads
- Teams that need a tracked hosted API route today
- Family
- Ornith 1.0
- Released
- 2026-06-25
- Context
- 262k
- Parameters
- 397B
- Architecture
- Mixture of Experts
- Specialization
- coding
- Openness
- Open source
- License
- MITOSI-approvedCommercial use: permitted
- Training
- Fine-tuned
DeepReinforce is an AI research company specializing in reinforcement learning methods for language models. Known for th
WebsiteNo tracked provider token pricing is available yet.
About
Ornith-1.0 397B MoE is DeepReinforce's flagship public coding agent model. Trained with self-scaffolding RL, the model designs and refines its own execution harness during training rather than relying on a fixed scaffold, enabling stronger generalization across diverse agentic coding tasks. Available in BF16 (deepreinforce-ai/Ornith-1.0-397B) and FP8 quantized (deepreinforce-ai/Ornith-1.0-397B-FP8) on Hugging Face. Official DeepReinforce and Hugging Face sources report a SWE-Bench Verified score of 82.4. Context: 262,144 tokens.
Ornith-1.0 397B is an open-source model in the Ornith 1.0 family. The structured metadata tracks a 262k-token context window, reasoning, function calling, and tool use. No headline benchmark score is tracked for Ornith-1.0 397B yet.
Top use-case fit: coding, agents, and build tasks
Coding
Included by capability and metadata signals in the decision map.
RAG
Included by capability and metadata signals in the decision map.
Agents
Included by capability and metadata signals in the decision map.
Provider price ladder
No tracked provider token pricing is available for this model yet.
Capabilities
Benchmark peer barsfor Coding
No task-mapped benchmark peers are available for this model yet.
Migration checks
No linked migration route is available for this model yet.
DeepReinforce is an AI research company specializing in reinforcement learning methods for language models. Known for th
WebsiteNo tracked provider token pricing is available yet.