VocaFlow

What it does

VocaFlow helps creators, students, teams, and agencies turn videos into accurate transcripts, subtitles, translations, and AI summaries in minutes. Upload a media file or paste a public video URL, then export clean captions and transcripts in formats like TXT, SRT, VTT, and JSON depending on your plan. Free users can test the workflow with 10 trial minutes, while monthly plans and pay-as-you-go credits unlock more minutes, export options, and advanced workflow features.

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  Needle: We Distilled Gemini Tool Calling into a 26M Model▲776

  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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• FM
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