
Trustface Real-Time Deepfake Protection
AI meeting security agent that detects fake faces, voices,
What it does
TrustFace is an AI meeting security agent for Zoom, Google Meet, and Microsoft Teams. It joins as a silent participant, analyzes face, voice, behavioral, and language signals using multiple AI models, Each meeting is classified as Real, Suspicious, or Fake, with Slack and email alerts when risk rises.
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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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