Bespoke-Nimble-9B

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Apps & Tools

Local typed decisions, contrastive data curation, and model evaluation.

byBespoke Labs

Open source

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Description

A tool for making fast, typed decisions from text using a schema without JSON parsing by reading model logits directly. It features a novel contrastive data curation recipe to train 'System One' models that act as high-speed discriminators for routing, policy enforcement, and scoring.

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Details

Why this is interesting: A high-performance open alternative for 'System One' typed decisions using a novel contrastive training recipe.
Attributed to: @bespokelabsai
Built with: Jev Qwen3.5 9B Redwood AI Qwen3 14B Qwen3 30B-A3B Qwen3 8B Qwen3.5 0.8B Qwen3.5 4B
Links: View tweet
Tags: #classification #inference #evaluation #data-curation

Discovered: X
First posted: X · Sep 19, 2026
Listed: Added 2h ago
Build: Strong
Models: Strong