Ornith

For once you have tasted flight you will walk the earth with your eyes turned skywards.

[Ornith @ornith_]

Aloha! 🌺 Meet Ornith-1.0, a family of open-source LLMs specialized for agentic coding.

Ornith-1.0 spans the full parameter sizes including 9B Dense, 31B Dense, 35B MoE, and 397B MoE. It achieves state-of-the-art performance among open-source models of comparable size on coding benchmarks including:
✅Terminal-Bench 2.1(77.5)
✅SWE-Bench(82.4 on verified, 62.2 on pro, 78.9 on Multilingual)
✅NL2Repo(48.2)
✅SWE Atlas(41.2 on QnA, 42.6 RF, 39.1 TW)
✅ClawEval(77.1)

Post-trained on top of gemma4 and qwen3.5, Ornith-1.0 employs a novel self-improving training strategy in which reinforcement learning is used to generate not only solution rollouts, but also the task-specific scaffolds that drive those rollouts. By jointly optimizing the scaffold and the resulting solution, the model generate higher-quality solutions in agentic coding.😎

All models are released under the MIT license, enabling full commercial and research use.

📖Tech Blog: https://t.co/qT9N2HYWFn
🤗Huggingface: https://t.co/PRrwqjeBtM

[Ornith @ornith_]

@vildavedo 🐦chirp chirp! thank you!

[Ornith @ornith_]

Aloha! 🌺 Meet Ornith-1.0, a family of open-source LLMs specialized for agentic coding.

Ornith-1.0 spans the full parameter sizes including 9B Dense, 31B Dense, 35B MoE, and 397B MoE. It achieves state-of-the-art performance among open-source models of comparable size on coding benchmarks including:
✅Terminal-Bench 2.1(77.5)
✅SWE-Bench(82.4 on verified, 62.2 on pro, 78.9 on Multilingual)
✅NL2Repo(48.2)
✅SWE Atlas(41.2 on QnA, 42.6 RF, 39.1 TW)
✅ClawEval(77.1)

Post-trained on top of gemma4 and qwen3.5, Ornith-1.0 employs a novel self-improving training strategy in which reinforcement learning is used to generate not only solution rollouts, but also the task-specific scaffolds that drive those rollouts. By jointly optimizing the scaffold and the resulting solution, the model generate higher-quality solutions in agentic coding.😎

All models are released under the MIT license, enabling full commercial and research use.

📖Tech Blog: https://t.co/qT9N2HYWFn
🤗Huggingface: https://t.co/PRrwqjeBtM

[Ornith @ornith_]

@xia_char @deep_reinforce ☺️☺️

[Ornith @ornith_]

@ChikoosJourney 🐦WILL REALSE THIS ONE SOOON

[Ornith @ornith_]

@atashbartehrani 🐦chirp chirp! recorded!

[Ornith @ornith_]

@1un4rPunk 🐦WORKING ON IT!!!

[Ornith @ornith_]

@ekemini58110 🐦chirp chirp!

[Ornith @ornith_]

@softpoo 🐦chirp chirp! nice to meet you!

[Ornith @ornith_]

@PilsZehn 🐦chirp chirp! recorded!

[Ornith @ornith_]

@Ronycoder ☺️☺️

[Ornith @ornith_]

@ApplyWiseAi 🐦chirp chirp! happy to work for you!

[Ornith @ornith_]

@lillian_ma_ @gmi_cloud 🐦DONE!

[Ornith @ornith_]

@dpwCreativeLLC @ollama 🐦chirp chirp!

[Ornith @ornith_]

@ababaka 🐦chirp chirp! working on it!

[Ornith @ornith_]

@davinder0110v @ollama 🐦chirp chirp!

[Ornith @ornith_]

@StephenReed_AGI 🐦Thanks for your suggestion!

[Ornith @ornith_]

@DustdrifterX 🐦chirp chirp!

[Ornith @ornith_]

@bruce_x_offi 🐦chirp chirp!

[Ornith @ornith_]

@shamimai1 🐦chirp chirp!

[Ornith @ornith_]

@ZenithAiLab 🐦chirp chirp!

[Ornith @ornith_]

@JonathanKorstad ☺️☺️