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  3. Ornith 1.0 9B

DeepReinforce

Text model

Ornith 1.0 9B

A compact reasoning model tuned for agentic tasks and tool use.

ChatCoding
Use this model See capabilities

Input to output

Text→Text
Context
262K tokens
Model size
9B dense
Capabilities
Chat · Coding
License
MIT

Useful features

ReasoningTool callingLong contextAgentic loops

Capabilities

What you can use it for.

The most useful reasons to choose this model, without making you read through its repository first.

ReasoningTool callingLong contextAgentic loops
01

Personal assistants

02

Tool use

03

Affordable reasoning

For providers

Want to serve this model?

The provider requirements live here, separate from the information you need to choose and use the model.

Starting point8 GB GPU memory
Check your hardware in the fit calculator

8 GB accelerator memory

Q4 GGUF · llama.cpp

Conservative estimate

The model loads at short context, but the published 262K maximum is not practical here.

12 GB accelerator memory

Q4 GGUF · llama.cpp

Conservative estimate

The official Q4 is 5.63 GB; 12 GB leaves practical room for context and runtime state.

Source and license

Check the original model.

OpenMayhem links back to the source repository so you can inspect the model card, files, license, limitations, and creator guidance directly.

Source repositorydeepreinforce-ai/Ornith-1.0-9BOpen model card

Keep exploring

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