PreBrief
PreBrief uses AI to research anyone before your meeting
PreBrief launched on May 1, 2026 with 2 votes, #6,288 of 20,538 launches that month.
What it does
PreBrief uses AI to research anyone before your meeting — who they are, what their company does, and exactly what to talk about.
Does a similar job
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EarlyWiseJul 2026 · job-decision-11052026.vercel.app · ▲6From screening to offer. Know before you go.
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Source: Product Hunt launch ↗
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Parallel agents, diff reviewer, and multi-model comparisons
Dev tools · May 2026 · kilo.ai



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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