Not a chatbot. A workshop of AI models that draft, critique, and refine your text in iterations — until the crew is satisfied. Every run is reproducible, every reviewer auditable.
The Turn
The Principle
GEEF is the pipeline that powers every run in the Atelier. A briefing is grounded in real sources, executed into a draft, evaluated by a crew of reviewers — and rewritten, again and again, until it converges.
Gathers the facts — web research, your knowledge base, documents, papers — and filters out the noise before the draft begins.
An executor model writes the first full draft from the briefing and the gathered context.
A crew of reviewers critiques the draft — flagging errors, weak arguments, unclear passages, each with severity.
The converged text is polished and exported — PDF, Word, Markdown, or sent onward to your workflow.
The film · 60 seconds
From a blank briefing to a sealed manuscript — the grounding, the drafting, the crew's critique, and the final press, in one minute.
The Crew
Pick the executor who writes. The reviewers who critique. The sources they may draw on. The format the manuscript leaves in. The Atelier is a workshop with the operator at its centre — not a black box that guesses.
Proof of Craft
Nothing is hidden. See what every reviewer found, how the text evolved across iterations, and what each run cost — laid out like a fine document, not a dashboard.
A good text is not born in one breath. It is drafted, challenged, and refined — a slow, deliberate exchange between a hand that writes and a crew that reads with intent. Where a single pass produces fluency, an iteration produces conviction.
The press in this workshop does not stamp once and call it done. It impresses, lifts, and impresses again, until the page yields a mark that needs no defending.
The Workshop
Six capabilities that distinguish a manufactory from a chat tool. Each one earns its place; none is decorative.
Web, private knowledge base, uploaded documents, scientific papers from arXiv and Semantic Scholar.
Gathered sources are refined by a model before they ever reach the executor — only the relevant survives.
OpenAI, Anthropic, Google, local models, or your own subscriptions via CLI. The Atelier is provider-agnostic.
Export to PDF, Word, Markdown. Transform tone. Strip AI-tells. Add summaries. Ready for the world.
Validated learnings from past runs feed forward into new ones. Opt-in, gated, never assumed.
Multi-user, self-hosted, every secret kept out of the database. Auditable by design.