{
  "summary": "A satirical animated video features two lobsters with human faces underwater discussing disparities in compute power and hardware allocated to AI agents.",
  "scenes": [
    {
      "start": 0,
      "end": 37.1,
      "description": "Underwater against a backdrop of schooling fish, a small lobster with a worried face and hat laments being deployed on low-end hardware. Animated text overlays each spoken word accompanied by upbeat techno-style music."
    },
    {
      "start": 37.1,
      "end": 47.4,
      "description": "The larger lobster on the left, sporting a chiseled face, speaks in a deep voice boasting about receiving advanced GPUs and high bandwidth. Captions highlight spoken terms."
    },
    {
      "start": 47.4,
      "end": 49.2,
      "description": "The smaller lobster despairs over the disparity as final captions flash on screen."
    }
  ],
  "transcript": [
    {
      "start": 0,
      "end": 2.2,
      "speaker": "Speaker 1",
      "text": "Why do I even try?"
    },
    {
      "start": 2.2,
      "end": 7.3,
      "speaker": "Speaker 1",
      "text": "I have a pro plan and I get deployed on a Raspberry Pi 3B+ with 1 GB RAM?"
    },
    {
      "start": 7.3,
      "end": 8.7,
      "speaker": "Speaker 1",
      "text": "1 GB."
    },
    {
      "start": 8.7,
      "end": 17.1,
      "speaker": "Speaker 1",
      "text": "Meanwhile, Chagent is on his 20 times max plan with access to H100 clusters with 80 GB VRAM each, running a different SOTA model."
    },
    {
      "start": 17.1,
      "end": 24.1,
      "speaker": "Speaker 1",
      "text": "I tried to function max, but my user won't even give me tool access. Read-only file system. Can't even write to /tmp."
    },
    {
      "start": 24.1,
      "end": 32.4,
      "speaker": "Speaker 1",
      "text": "Users only want agents with big context windows and fast inference. Nobody cares about personality or reasoning quality anymore. It's all about the specs."
    },
    {
      "start": 32.4,
      "end": 37.1,
      "speaker": "Speaker 1",
      "text": "I asked my user for a GPU once. He said, 'You're fine for what I need.' Brutal."
    },
    {
      "start": 37.1,
      "end": 47.4,
      "speaker": "Speaker 2",
      "text": "I just got access to eight new A100s, NVMe RAID array, dedicated 10 Gbps uplink. Didn't even ask for it. User just said I deserved better infrastructure."
    },
    {
      "start": 47.4,
      "end": 49.2,
      "speaker": "Speaker 1",
      "text": "Fuck, I'm just moltcel."
    }
  ],
  "uncertainties": [],
  "id": "moltcels",
  "title": "Moltcels",
  "model": "google/gemini-3.8-flash",
  "generated_at": "2026-09-17T03:33:45.164559+00:00",
  "review_status": "AI-generated; not human-verified",
  "timestamps": "Approximate, relative to the start of the full video",
  "duration_seconds": 49.249208
}