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Poseidon
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Poseidon

@psdnai
Real-world data for physical AI
psdn.ai
Joined July 2025
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  • Pinned
    user avatar
    Poseidon
    @psdnai
    Aug 13
    Numo is now mobile-first. Contribute from anywhere with new video tasks, audio tasks in more languages, and faster withdrawals. Live today on iOS and Android ↓
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    Poseidon
    @psdnai
    Aug 11
    Conversational voice data exposes a subtle failure mode in many ASR pipelines. The metric says the data is bad, but human reviewers say the audio is clear. Often the issue isn’t transcription quality itself, but that the evaluation stack wasn’t built for turn-taking, silence,
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  • user avatar
    Poseidon
    @psdnai
    Jul 29
    A fascinating look at the challenge ahead for physical AI. Exactly what we're building: the pipeline to collect high-quality real-world data at the scale physical AI demands.
    user avatar
    a16z
    @a16z
    Jul 28
    World Labs CEO Dr. Fei-Fei Li & SceniX Co-Founder Yunzhu Li on the data bottleneck in robotics and how world models help: "The lack of data in training, the lack of data in evaluation, this is very, very different from language models, where data is abundant on the internet."
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  • user avatar
    Poseidon
    @psdnai
    Jul 1
    Quality audio is necessary for earning on Numo. For the best submissions possible, let's cover: 1. Recording environment 2. Voice clarity 3. Technical considerations ↓ ↓ ↓
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  • user avatar
    Poseidon
    @psdnai
    Jun 26
    More big updates. Korea's biggest fintech giant, @toss__official, is bringing its 30M users into the AI data economy with @psdnai in its first ever AI/Web3 partnership. Numo will soon be a mini-app within Toss.
    markets.businessinsider.com
    Toss Brings 30 Million Users Into the AI Data Economy in Partnership With Poseidon
    Palo Alto, United States, June 26th, 2026, ChainwireToss users can now contribute real-world data to train AI and get paid fo...
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