HintStep — Homework coaching for parents
Homework Help Made Easy with HintStep
What it does
HintStep helps parents guide their kids through homework — no teaching degree required. Snap a photo of any assignment. Get step-by-step coaching questions to walk your child through it. Your kid does the thinking, you just ask the right questions. No answers, ever. Just hints. Works for any subject and grade level. Aligned to your state's education standards. Available in 14 languages. Includes a parent cheat sheet so you understand the concept too. Built by a parent, for parents.
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Hey HN, Henry here from Cactus. We open-sourced Needle, a 26M parameter function-calling (tool use) model. It runs at 6000 tok/s prefill and 1200 tok/s decode on consumer devices. We were always frustrated by the little effort made towards building agentic models that run on budget phones, so we conducted investigations that led to an observation: agentic experiences are built upon tool calling, and massive models are overkill for it. Tool calling is fundamentally retrieval-and-assembly (match query to tool name, extract argument values, emit JSON), not reasoning. Cross-attention…
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