apps/open weights

open weights

24 open weights models and apps on inference shell.run via API, SDK, or belt CLI.

24apps
5categories

decision

11
d1-omni-600M

d1-omni-600M

liquid/d1-omni-600m

liquid ai's 587m decision model for text, images and speech. send a state with images or an audio clip and typed questions (choice, score, yes/no); get a probability for every answer. research release

decision
d1-3B

d1-3B

liquid/d1-3b

liquid ai's open 3b decision model for text and images. send a state and up to 8 images with typed questions (choice, score, yes/no); get a probability for every answer in one pass, no generation.

decision
Perplexity Decider v1.1 27B

Perplexity Decider v1.1 27B

perplexity/decider-v1-1-27b

perplexity's open decision model for text and images. send a state, up to 4 images and typed questions (choice, score, yes/no); get a calibrated probability for every answer, with no text generation.

decision
Decision 2.0 Vega 27B

Decision 2.0 Vega 27B

vllm-sr/decision-2-0-vega-27b

the largest decision 2.0 model from vllm semantic router. send a state and typed questions (choice, score, yes/no); get a probability for every answer in one pass. 29.37b parameters, 32k-token input.

decision
JEV-27B-VL

JEV-27B-VL

autotrust/jev-27b-vl

autotrust's open decision model with vision. send text and up to 8 images with typed questions (choice, score, yes/no); get a calibrated probability for every answer, with no text generation.

decision
Decision 2.0 Lux 9B

Decision 2.0 Lux 9B

infsh/decision-2-0-lux-9b

the 9b decision 2.0 model from vllm semantic router. send a state and typed questions (choice, score, yes/no); get a probability for every answer in one forward pass, with no text generation. 7.94b parameters, 16,384-token input, about 18.4 ms per question.

decision
Decision 2.0 Nox 4B

Decision 2.0 Nox 4B

infsh/decision-2-0-nox-4b

the 4b decision 2.0 model from vllm semantic router. send a state and typed questions (choice, score, yes/no); get a probability for every answer in one forward pass, with no text generation. 4.21b parameters, 16,384-token input, about 12.9 ms per question.

decision
Decision 2.0 Sol 2B Reasoning

Decision 2.0 Sol 2B Reasoning

infsh/decision-2-0-sol-2b-reasoning

the reasoning variant of decision 2.0 sol 2b, stronger on multi-step problems (arithmetic, code execution, causal and logical questions) at the same speed from vllm semantic router. send a state and typed questions (choice, score, yes/no); get a probability for every answer in one forward pass, with no text generation. 1.88b parameters, 16,384-token input, about 7.5 ms per question.

decision
Decision 2.0 Sol 2B

Decision 2.0 Sol 2B

infsh/decision-2-0-sol-2b

the 2b decision 2.0 model from vllm semantic router. send a state and typed questions (choice, score, yes/no); get a probability for every answer in one forward pass, with no text generation. 1.88b parameters, 16,384-token input, about 7.2 ms per question.

decision
Decision 2.0 Eos 0.8B

Decision 2.0 Eos 0.8B

infsh/decision-2-0-eos-0-8b

a small, fast decision 2.0 model from vllm semantic router. send a state and typed questions (choice, score, yes/no); get a probability for every answer in one forward pass, with no text generation. 0.75b parameters, 16,384-token input, about 6.0 ms per question.

decision
Decision 2.0 Kai 0.6B

Decision 2.0 Kai 0.6B

infsh/decision-2-0-kai-0-6b

the smallest and fastest decision 2.0 model from vllm semantic router. send a state and typed questions (choice, score, yes/no); get a probability for every answer in one forward pass, with no text generation. 0.60b parameters, 8,192-token input, about 4.9 ms per question.

decision

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10
Kimi K3

Kimi K3

melious/kimi-k3

kimi k3 — moonshot's 2.8t open-weight multimodal agentic model with native vision and 1m context for long-horizon coding and reasoning. via the melious api.

chat
GLM 5.2

GLM 5.2

melious/glm-5-2

glm 5.2 — zai's 744b moe with 1m context and hybrid reasoning for coding and agentic tasks. mit license. via the melious api.

chat
GLM 5.2

GLM 5.2

openrouter/glm-5-2

glm 5.2 - zhipu's latest flagship language model with 1m context via openrouter

chat
Kimi K2

Kimi K2

openrouter/kimi-k2

kimi k2 is the latest, most capable version of open-source model from moonshot ai. built as a thinking agent, scaling multi-step reasoning depth and maintaining stable tool-use across 200–300 sequential calls.

chat
Kimi K2 Thinking

Kimi K2 Thinking

openrouter/kimi-k2-thinking

a powerful open-source thinking agent that excels at complex, multi-step problem-solving and consistently uses tools effectively over extended operations.

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Qwen3 30B A3B

Qwen3 30B A3B

infsh/qwen3-30b-a3b

a powerful language application that excels at multilingual communication and complex task execution, designed for fast performance.

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Mistral Small 3.2 24B Instruct

Mistral Small 3.2 24B Instruct

infsh/mistral-small-3-2-24b-it-2506

follows precise instructions, excels at function/tool calling, and can process both text and images for tasks like document understanding and content generation.

chat
Gemma 3n E4B Instruct

Gemma 3n E4B Instruct

infsh/gemma-3n-e4b-it

a fast and versatile tool that can analyze and respond to information from text, images, and audio, designed to run efficiently on small or limited devices.

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Magistral Small 2506

Magistral Small 2506

infsh/magistral-small-2506

a high-performance system for complex reasoning, coding, and math problems, featuring strong multilingual support.

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GLM-4.6

GLM-4.6

openrouter/glm-46

a powerful, open-source language system excelling in advanced coding, complex reasoning, and integrating tools for sophisticated tasks.

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