12:48"Scaling laws still hold if you look at loss, not benchmarks."Dario Amodei · Why scaling laws still matter
Video memory infrastructure
One API to understand video, retain context, and retrieve the right moment on demand.
Cerul gives AI products persistent video memory: ingest video, understand what happened, search by meaning, and return exact moments with evidence.
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One API to understand video, retain context, and retrieve the right moment on demand.
One POST to /v1/search. Every hit carries evidence your agent can verify and cite: what was found, where, and at which second.
/v1/search{"query":"when did they discuss scaling laws","scope":{"library_ids":[],"asset_ids":["asset_9f2k3"]},"execution_policy":"cloud_required"}{
"request_id": "req_7c41ad",
"execution": {"location": "cloud"},
"usage": {"billable": false, "quantity": 0, "unit": "request"},
"warnings": [],
"data": [
{
"score": 0.93,
"evidence": {
"id": "ev_7c41ad",
"asset_id": "asset_9f2k3",
"kind": "transcript",
"start_seconds": 768,
"end_seconds": 794,
"quote": "Scaling laws still hold if you look at loss, not benchmarks.",
"locators": [
{"type":"cloud","url":"https://api.cerul.ai/v1/artifacts/artifact_7c41ad"}
]
}
}
]
}The same 12:48 moment: replayed by you in the app, quoted as JSON by your agent.
12:48"Scaling laws still hold if you look at loss, not benchmarks."Dario Amodei · Why scaling laws still matter
12:48{
"evidence": {
"kind": "transcript",
"start_seconds": 768,
"quote": "Scaling laws still
hold if you look at loss,
not benchmarks.",
"locators": [{"type":"cloud",
"url":"https://api.cerul.ai/v1/artifacts/artifact_7c41ad"}]
}
}Cerul Account
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