
Atomik
A teen-based EdTech platform
What it does
Atomik's core idea is peer-to-peer learning: Students learn from other students who recently excelled in the same subjects or exams. It targets Classes 8–12 and covers CBSE, ICSE, State Boards, JEE, and NEET preparation. Classes are offered in small groups, and the platform emphasizes affordability compared to traditional coaching and large edtech companies. It also promotes an AI-powered doubt-solving feature where students can upload questions for instant solutions.
Does the same job
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Parallel agents, diff reviewer, and multi-model comparisons
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- NW
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…
Life & fun · May 2026 · github.com
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Dev tools · May 2026 · github.com