All work AI Agent

NOVA Studio

One operator running social content for many brands

Prototype

A multi-tenant command center for social video: an idea becomes a script, the script becomes a cinematic AI-generated reel, the reel gets per-platform captions, and the whole thing schedules out to Reels, TikTok and Shorts. Currently runs in mock and dry-run mode — nothing is published and no credits are spent at rest.

3tenants configured
0credits spent at rest

The problem

Running short-form video for several brands means repeating the same chain — idea, script, footage, captions, per-platform copy, scheduling — over and over, with the context for each brand held in someone's head.

What I built

Verified end to end in mock and dry-run mode: the full chain runs, produces its artefacts, and stops short of publishing. Deliberately left unarmed until the pipeline is trusted.

How it works

The core of the system is a prompt engine that turns a brief into structured, preset-driven generation instructions rather than freeform text, so output stays consistent across runs and across brands. A Python API owns generation and scheduling; a separate React front end is the operator's console. Every external side effect is behind a live/dry-run flag that defaults to off.

Full pipeline verified in dry-run — deliberately not armed to publish yet

Highlights

  • Multi-tenant — one operator, several brands, isolated context each
  • Preset-driven prompt engine for consistent generation instead of freeform prompting
  • Every publishing side effect behind a dry-run flag that defaults to off
  • Verified end to end without spending generation credits or posting anything
FastAPIPythonReact 19ViteTailwind v4
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