Eikos-27B

Use it to apply rules to provided financial or other case data, classify evidence, or make decisions about images with a probability distribution callers can use to set abstention thresholds.

Availability

Checkpoint and build variants described; browser demo runs Eikos-4B

Pricing model

Not established

Deployment

vLLM or PyTorch/Transformers; Apple Silicon via MLX or MPS

Privacy

No external LLM or API required

Licence

MIT

• Eikos-27B answers typed decisions in a single forward pass and does not generate text at decision time. ^[1]

  Eikos-27B answers **typed decisions** about a given state in a **single forward pass**, with **calibrated

• Its outputs include a probability distribution and a confidence value. ^[1]

  - **Outputs:** the full probability distribution plus a confidence value, so callers can abstain below a

• The model is provided in the official Qwen layout, with FP8 and INT4 GPU builds and an INT4 MLX build for Apple Silicon.
• The documented vLLM serving setup requires vLLM 0.30.0 or later. ^[1]
• The vLLM backend can accept up to four images per request for decisions about screenshots, charts, documents, and photos. ^[1]

  Eikos also decides about images: screenshots, charts, documents and photos.

• Claude Platform adds automatic evaluation for Managed Agents tool calls Daily brief 2026-09-24