Ornith-1.0 9B
Ornith-1.0 9B 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
- 9B
- Architecture
- Decoder Only
- 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 9B Dense is the smallest public variant of DeepReinforce's Ornith 1.0 family. Designed for edge deployment and single-GPU setups (~19 GB in BF16 on a single 80GB GPU). Post-trained on a Qwen 3.5 or Gemma 4 base using self-scaffolding RL for agentic coding tasks. The model learns to build and refine its own execution harness during RL rather than using a fixed scaffold. Supports OpenAI-compatible tool calls. Context: 262,144 tokens confirmed by the official Hugging Face model card and config.
Ornith-1.0 9B 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 9B 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.