Classcontrol
Making AI in classrooms transparent for teachers and schools
What it does
Students already use AI in school — but teachers often can’t see what students actually know themselves. ClassControl makes AI usage during learning transparent. Teachers can see independent work, AI assistance, and learning gaps while students work directly inside the platform. Instead of banning AI, ClassControl helps schools integrate it responsibly with transparency, ownership, and pedagogical control. We’re currently looking for teachers and schools to test the platform.
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Dev tools · May 2026 · kilo.ai
- 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
- FM
Dev tools · May 2026 · github.com