Autonomous growth infrastructure · online

The engine that watches, decides, and scales — on its own.

Degens runs a fleet of AI agents that watch every stream, cut the moments that convert, sign the creators worth signing, and move spend toward what's working — continuously, at machine speed, with a human in the loop only where it counts.

degens-engine · operations deck

AGENTS 9/9 FEEDS 128 UPTIME 99.98%

Live feed wall · moment detection

STREAM · LATAM

CCTV · CH04

STREAM · MENA

CCTV · LIVE● clipping moment

STREAM · IN

CCTV · CH11

watching every feed in real timelistening for the moment

Agent decision stream

decisions today 2,847human-reviewed 3.1%

9 autonomous agents / streams watched in real time / every decision audited / human-gated where it matters

01 The output

Every clip the engine cuts is built to travel.

Owned formats and creator moments — detected live, cut in seconds, captioned and localized, and pushed to every platform. This is what comes off the line.

LIVE

CCTV Arena · Ch.04detected + clipped live1.2M views · 04:12

LIVE

Creator clip · LATAMdetected + localized live840K views · 00:22

LIVE

CCTV Spectacle · Livecut + distributed · MENA2.1M views · 08:40

LIVE

Creator clip · INcut + captioned in 22s1.6M views · 00:31

Detected → cut → captioned → localized → distributed — in under 60 seconds, with zero manual editing.

02 The pipeline

One loop, running continuously: watch, decide, act, scale.

Every creator, every clip, every dollar of spend moves through the same closed loop. Agents propose, the rules engine gates, and only what's proven — or genuinely risky — reaches a human.

01 / WATCH

Watch

Agents monitor every stream, CCTV channel, and owned feed in real time — detecting the moments that actually drive signups.

scoutclipperingest

02 / DECIDE

Decide

Each moment is scored, policy-checked, and gated against defined bounds. Approvals happen at machine speed; edge cases route to review.

analystrules-engine

03 / ACT

Act

Clips get cut, captioned, and localized. Creators get reached. Every action is executed through a typed, audited, reversible path.

outreachpublishersupport

04 / SCALE

Scale

Spend moves toward winners. Underperformers are cut. The community compounds — and the whole loop tightens with every cycle.

killscalevip-triage

specialized agents,
running in concert

24/7

continuous operation,
never off-shift

<60s

stream moment to
published clip

100%

of decisions
logged & auditable

03 Why it matters

A growth function that runs at software margins.

The work that normally takes a marketing team, an editing team, and an ops team — done continuously by a system that doesn't add headcount as it scales.

Acquisition cost that compounds down

Spend moves toward what converts automatically, and underperformers are cut before they burn budget. The loop tightens every cycle instead of drifting.

Content velocity a team can't match

Every stream is watched, every moment is a potential clip, and distribution is instant across every platform and language. Output scales without scaling people.

Defensibility built into the stack

Owned formats, a proprietary agent architecture, and an audited decision trail — an operating system for growth that a competitor can't simply buy.

04 Distribution

One moment. Every platform. Every market.

The engine doesn't just make content — it distributes it. A single detected moment fans out across every major surface, captioned in the local language, the instant it happens. That's reach no manual team can match.

platforms,
published in parallel

4×

languages per clip,
auto-localized

manual edits
in the loop

DEGENS
ENGINE source

Kick

live + clips

TikTok

short-form

Instagram

reels + stories

clips + threads

YouTube

shorts + long

05 The fleet

Nine agents. Each with one job, one boundary, one loop.

This isn't one model with a system prompt. It's a coordinated fleet — every agent scoped to exactly what it can see and do, with the dangerous powers locked away from the ones that don't need them.

scoutactive

Discovers emerging creators in cleared markets, scores them against the archetype that converts, flags conflicts.

clipperactive

Detects the high-signal moment in a live stream, cuts it, captions and localizes it, checks it against policy.

outreachactive

Reaches the right creators with the right offer, manages cadence, drafts terms — and never signs on its own.

killscaleactive

Reads the numbers weekly, scales what's working, cuts what isn't, moves budget toward the winners.

analystactive

Computes every figure in code — never invented — and writes the daily one-pager the whole system runs on.

rg-monitoractive

Watches for harm signals and raises flags that no other agent can dismiss. Player welfare, enforced in code.

supportactive

Answers tier-one questions from an approved knowledge base, in the player's language, and escalates the rest.

vip-triageactive

Surfaces emerging high-value players for the host team — and excludes anyone showing a harm signal.

regwatchactive

Monitors regulatory movement per market and drafts the exit protocol before a change becomes a problem.

06 The content moat

Owned formats no competitor can buy their way into.

The engine doesn't just clip other people's streams. It powers original, always-on formats — spectacle content built to be watched, clipped, and shared — that become the top of the funnel nobody else has.

OWNED · always-on spectacle

Owned always-on formats

Original CCTV-style spectacle content — always-on, engineered for the clip, owned end to end. Proprietary formats no competitor can buy their way into, cut and distributed by the agents automatically.

UGC · creator-driven

Creator-powered UGC gaming

A growing community of streamers whose best moments become the marketing — detected, clipped, and localized across regions the instant they happen.

07 Inside the console

Not a concept. A system you can log into.

Every agent decision flows through one operations console — a live queue, a full audit trail, and a dashboard the whole system reports into. This is the real interface, running now.

ops.quantdeck.link/audit

Degens operations console — audit trail showing live agent runs, models, token counts, and costs

Live across three environments · every agent run logged with model, tokens & cost · secured behind zero-trust access

Live · team access only

The growth team that never sleeps is already running.

The Degens engine operates continuously behind the scenes. Team members can log in to the operations console to review the queue, monitor the agents, and act where a human decision is required.