Ornith 1.0.

A codebench companion with the habits of an agent: it reads the assignment, uses a tool, and keeps moving through structured work rather than only narrating it.

View on Hugging Face See LocalEngine variants ↓

Model makerDeepReinforce AI

Supported in LocalEnginemacOS

Upstream licenseMIT

SourceOrnith 1.0 model card ↗

Where it earns its space

Built for a real local rhythm.

These are good-fit starting points—not promises of benchmark performance. Choose the smallest listed option that comfortably covers your work.

Private code review and refactoring

Tool-driven developer tasks

Structured technical problem solving

In LocalEngine

Configured variants, by device.

The formats below are the downloads currently represented in LocalEngine’s model catalogs. GGUF runs through the llama.cpp-based runtime; MLX options use the Apple Silicon MLX runtime.

macOS

9B · 35B

Formats: GGUF Q4_K_M · MLX 4-bit
Local note: GGUF variants are text-first; the MLX builds retain a Qwen 3.5 vision tower for image input.

About the source

Model identity, task category, supported formats, and license are based on the linked Hugging Face Ornith 1.0 model card and the LocalEngine macOS/iOS catalogs. Hardware guidance reflects the packaged variants, not a universal system requirement.