ornith-1.5:122b

408.7K 12 hours ago

Chirp Chirp! 馃惁 We are introducing Ornith-1.5, a major step toward building foundation models through end-to-end self-improvement.

vision tools thinking 9b 35b 122b 397b
ollama run ornith-1.5:122b

Details

12 hours ago

f0df8c3e9efc 路 73GB

{ "bos_token_id": 248044, "do_sample": true, "eos_token_id": [ 248046, 248044 ], "pad_token_id": 248
{ "producer": { "name": "modelopt", "version": "0.47.0rc1.dev283+gf1d68fd4d" }, "quantization": { "q
{ "size": { "longest_edge": 16777216, "shortest_edge": 65536 }, "patch_size": 16, "temporal_patch_si
{ "image_processor": { "do_convert_rgb": true, "do_normalize": true, "do_rescale": true, "do_resize"
{ "version": "1.0", "truncation": null, "padding": null, "added_tokens": [ { "id": 248044, "content"
{ "add_prefix_space": false, "added_tokens_decoder": { "248044": { "content": "<|endoftext|>", "lstr
{ "size": { "longest_edge": 25165824, "shortest_edge": 4096 }, "patch_size": 16, "temporal_patch_siz
{ "!": 0, "\"": 1, "#": 2, "$": 3, "%": 4, "&": 5, "'": 6, "(": 7, ")": 8, "*": 9, "+": 10, ",": 11,
MIT License Copyright (c) 2026 deepreinforce.ai Permission is hereby granted, free of charge, to any
{ "num_ctx": 262144, "temperature": 0.6, "top_k": 20, "top_p": 0.95 }
{ "architectures": [ "Qwen3_5MoeForConditionalGeneration" ], "dtype": "bfloat16", "hidden_size": 307
1182 tensors

Readme

ornith_logo.png

Chirp Chirp! 馃惁 We are introducing Ornith-1.5, a major step toward building foundation models through end-to-end self-improvement.

Ornith-1.5 extends Ornith-1.0 by expanding the self-improvement loop from scaffold and rollout optimization to jointly optimizing task generation, scaffold construction, and solution rollouts. Rather than relying on a fixed set of human-curated tasks and manually designed harnesses, Ornith-1.5 continuously generates new training tasks, discovers effective strategies for solving them, and improves the policy through reinforcement learning. For more details on the task, harness, and rollout reward design, please refer to our blog.

Model Changelog

  • Release Ornith-1.5-122B (Oct 20, 2026).
  • Release Ornith-1.5-397B, Ornith-1.5-35B-A3B, Ornith-1.5-9B (Aug 19, 2026).

Ornith-1.5-122B

Ornith-1.5-122B delivers frontier-level capabilities with exceptional inference efficiency. With superior instruction following, stronger task decomposition, and deeper understanding of real-world workflows, it achieves state-of-the-art performance among open-source models of comparable size, while running on a single NVIDIA DGX card!

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Ornith-1.5-397B

ornith_397b_eval.png

Ornith-1.5-35B-A3B

ornith_35b_eval.png

Ornith-1.5-9B

ornith_9b_eval.png