HAMMAD YOUSUF

M-07

MediaForge

IN PRODUCTION

OBJECTIVE

Give every agent in the fleet a creative department: one API call in, finished creative out — images, video clips, upscales and effects, generated locally with no per-asset cost.

Headless media generation — one API call in, finished creative out.

SYSTEM MAP

SYSTEM PREVIEW

See how MediaForge would work — a grounded preview built from its real logic.

OPEN COMMAND CENTER →

Fully interactive. Demo data, real interface.

TELEMETRY

~10s each

video clip

STACK

  • Python
  • FastAPI
  • SDXL/Flux
  • ffmpeg
  • MCP

PROMPT VAULT

The exact prompt running in production

PROMPT DROPS SOON

The exact production prompt behind this system is being cleaned up for release. Follow on Instagram to catch it the day it lands.

FAQ

Common questions

What is headless media generation?

A media service with no UI: agents and scripts call a REST or MCP endpoint and get finished images or video clips back. MediaForge is that service, running locally.

How fast is MediaForge?

Parallax video clips render in roughly 10 seconds each; images generate in a few seconds with SDXL-Turbo or 4-bit Flux.

What does it cost per asset?

Nothing per asset — MediaForge runs open models on local hardware, so the marginal cost of a creative is zero.

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