
Willow Intelligence
Stabilize AI agents & reduce token costs by 82%
What it does
AI apps work in demos, then production hits with drift, hallucinations, ignored instructions, and insane token costs. Willow is a runtime governance layer that sits between your app and LLM. By enforcing constraints at inference, Willow automatically steers conversations in real-time, so you don’t have to babysit outputs. Swap one line of code and get 82% fewer tokens, 75% faster multi-turn responses, and zero drift. Works with any model. No backend adjustments or added memory. Patent pending.
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Willow Frontier ProJul 2026 · willowvoice.com · ▲292The fastest, most accurate dictation model in the world
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Hey HN, Henry from Cactus here! We previously released Cactus Needle, a 14MB agentic LLM for tool call, device use, and structured extraction for phones, wearables, smart homes, small robots and microcontrollers. We got really great feedback here, and have now incorporated the suggestions to release Needle 2. The whole model is a single 14MB binary that runs a full session in 28MB of RAM; 45m parameters at 2bit compression. Needle hits 500 tokens/sec decode speed on a Raspberry Pi 5, sits between 400-1,500 tokens/sec on VR devices like Meta Quest 3S and Apple Vision Pro, and ranges…
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