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cactus-compute/cactus-hybrid — 84 Stars

every answer carries a confidence score for cloud handoff. Copy-paste quickstarts for Cactus, Transformers, llama.cpp and MLX.

shorts ID: shorts-cactus-compute-cactus-hybrid #shorts#cactus-compute#cactus#hybrid

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cactus-compute/cactus-hybrid — 84 ⭐

every answer carries a confidence score for cloud handoff. Copy-paste quickstarts for Cactus, Transformers, llama.cpp and MLX. - cactus-compute/cactus-hybrid

Narration#

Your on-device AI should know when it’s wrong. Cactus Hybrid is a self-knowledge probe for Gemma 4 — sixty-eight thousand params that teach your phone model to say I don’t know. Beats entropy-based confidence by two times. Runs locally, no cloud needed. When your edge AI admits uncertainty instead of hallucinating, everything changes. Which open-source tool should we cover next? Drop it in the comments.

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