[01]
The taste engine
Every approve, reject, redo and tweak is written down with the reason attached. Those verdicts are folded back into the next prompt, so the account stops making the mistake you already corrected. It is the only part of this system that cannot be copied, because it is made of your decisions.
[02]
The guardian and the pre audience
Each candidate is graded rule by rule against your brand rubric by a vision model, and separately scored on whether a stranger with no context would stop. Two different questions. Is this us, and does it earn the second of attention. Both answers travel with the post.
[03]
The context engine and the soul bank
Before a single word is generated the system assembles what the model gets to see: brand memories, your own best captions, standing notes, the active era and episode. That manifest is recorded, so when an output is wrong we can tell a bad model from bad context.
[04]
The dream cycle
At night the system reads its own failures and drafts refinements to how it writes and plans. Then it earns them. Each refinement is replayed against real historical briefs through the real pipeline, and it must win on a held out split it never trained against. A refinement that only pleases its own judge is thrown out and logged as such.
[05]
Failure triage and self repair
Every kill, low score and rejection is classified: missing context, stale context, model limit, prompt defect, or plain taste mismatch. Repeated tags become repair proposals with a named fix. Nothing changes itself. A person accepts or dismisses each one.
[06]
The global layer
Across every account we keep distributions only. What formats hold attention, what caption lengths survive, what hours work. Numbers with no owner and no content in them. They enter your account as soft priors, and your own history always outranks them.
[07]
The training vault
Your edits are the most honest signal in the product, more honest than any rating. Each one is banked as a preference pair in the shape a future model needs. We are not fine tuning anything today and we will say the day we do. The vault compounds either way, and it stays yours.