ornith-ai/Ornith-1.0-9B-GGUF
text-generation model by ornith-ai
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Model card & documentation
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[](https://deep-reinforce.com/ornith.html) Aloha! 🌺 Today, we are releasing Ornith-1.0, a self-improving family of open-source models for agentic coding. Highlights: This model card documents Ornith-1.0-9B, the most lightweight member of the Ornith family, designed for efficient single-GPU deployment. Ornith-1.0-9B Qwen3.5-9B Qwen3.5-35B Gemma4-12B Gemma4-31B Agentic Coding Terminal-Bench 2.1 (Terminus-2) 43.1 21.3 41.4 21 42.1 Terminal-Bench 2.1 (Claude Code) 40.6 18.9 38.9 - - SWE-bench Verified 69.4 53.2 70 44.2 52 SWE-bench Pro 42.9 31.3 44.6 27.6 35.7 SWE-bench Multilingual 52 39.7 60.3 32.5 51.7 NL2Repo 27.2 16.2 20.5 10.3 15.5 Claw-eval Avg 63.1 53.2 65.4 32.5 48.5 SWE Atlas - QnA 17.9 9.2 13.2 - - SWE Atlas - RF 16.6 4.3 10.2 - - SWE Atlas - TW 15.3 4.4 9.8 - - 📝 NOTE Ornith-1.0-9B is a reasoning model: by default the assistant turn opens with a <think> … </think> block before the final answer. The serving recipes below enable a…
Read the full model card ↗ · Preview checked 2026-10-29T04:48:47.056Z
Inside the original model card — Document outline
- Ornith-1.0-9B-GGUF
- Ornith 1.0 9B
- Benchmarks
- Quickstart
- Serving Ornith-1.0-9B
- vLLM
- SGLang
- Hugging Face Transformers
- Using Ornith-1.0-9B via the Chat Completions API
- Basic Usage
- Agentic Usage
- Agent Frameworks
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Model overview
ornith-ai/Ornith-1.0-9B-GGUF is a text-generation model repository published by ornith-ai on Hugging Face. The source reports the transformers library.
This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.
Model facts
- Task
- text-generation
- Library
- transformers
- Recent downloads (30 days)
- 2,420,292
- Cumulative likes
- 698
- Hugging Face trending score
- 0
- Reported safetensors parameters
- Not reported
- Architecture
- Not reported
- License
- mit
- Access
- Not gated by Hugging Face
- Created
- 2026-06-25T04:56:13.000Z
- Last modified
- 2026-06-25T14:12:12.000Z
Compatibility and lineage
Language coverage was not reported.
Base-model lineage was not included.
Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.
Use and evaluate
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Source and freshness
Source: Hugging Face Hub. Metadata observed 2026-11-01T06:51:29.042Z. Daily imports are snapshots, not real-time monitoring.
Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.