How 1321 understands media

Our method

1321 gives autonomous agents a working environment for media. An orchestrator inspects the source, opens focused workspaces, and assigns unresolved questions to specialists.

Each worker can revisit the media, use permitted tools, gather context, and return structured evidence for the system to reconcile. Korean-to-English media is the first proof case for a larger system that lets autonomous agents investigate and understand real media. Why this proof case

[01]Media becomes evidence

Make the source inspectable.

A link or owned file becomes one bounded run with audio to hear, frames to inspect, and source information to preserve. Agents begin from the media itself instead of treating a transcript as the whole truth.

Media becomes evidence
Make the source inspectable.
A link or owned file becomes one bounded run with audio to hear, frames to inspect, and source information to preserve. Agents begin from the media itself instead of treating a transcript as the whole truth.
One source becomes an inspectable workspace with its media, boundaries, and provenance intact.
Let uncertainty shape the work
Spawn the investigation the media needs.
The orchestrator identifies unresolved questions, then creates and retires isolated workers as needed. Within their granted scope, workers can revisit a moment, inspect audio or frames, use tools, gather outside context, and request a narrower specialist.
The evidence determines which workers and tools are needed. Actions, sources, drafts, and handoffs remain inspectable.
Claims need receipts
Reconcile every finding.
Worker reports are compared with one another, the source media, and any outside evidence they used. Conflicts stay visible. Unsupported names, events, numbers, or meanings are revised, withheld, or sent back for another pass.
Trace each claim to its evidence, resolve disagreements, then accept, revise, or withhold it.
Understanding is reusable
Turn evidence into useful outputs.
One checked investigation can support captions, translations, explanations, structured facts, learning material, or evidence for another system. Corrections and scored failures become reusable cases that improve later work.
Use the same checked understanding for the task at hand, then preserve what should inform the next one.