A content-automation platform that does everything up to the moment of publishing, then stops and asks a human. It grew a real media brand to 15,000 followers and monetized it. No AI slop.
Running an active, high-quality social presence forces a bad choice. Do it by hand and it costs hours every day: research, write, source media, schedule. Hand it to a bot and it is fast, but generic and low quality, the "AI slop" that audiences tune out and platforms penalize.
Cadence is the third option: the speed and tirelessness of automation, with human judgment kept in the loop at the one place it matters, the decision to publish.
I designed and built the whole system end to end and operate it as the sole user: the multi-workflow architecture and orchestration, the ingestion connectors across five source types, the persona-driven rewriting engine, the deduplication and state layer that keeps it idempotent, a Notion-backed editorial queue, the Telegram human-review loop, and a custom-trained image model that gives the brand a signature identity.
It is not a side demo: it runs the brand's entire publishing operation, live since 2024.
✓ you approve on Telegram before anything publishes. Refine the wording with the model, swap the media, or send it live.
Reddit (API), news RSS, Telegram, Discord, and a personal Notion base, with configurable topics.
Hand-crafted prompts rewrite every item into one consistent brand voice.
A Redis-backed dedup and state store means nothing is processed or published twice. Safe to re-run.
A status-driven state machine gives a hand-picked publishing lane alongside the automated one.
A custom-trained Flux LoRA gives the brand a recognizable visual identity.
Randomized post timing keeps the rhythm human, not robotic. Publishing is platform-agnostic.
Built and operated for a personal media brand that Cadence helped grow to 15,000 followers and monetize. It runs unattended for the heavy lifting while keeping a human in control of every publish decision, which is what keeps the output quality high and on-brand.
I build automation that ships real output on a schedule, with a human in control of every publish.