About Deft
An Editor for Better Drafts
Deft is a writing system built around Distribution Fine-Tuning. It turns rough source material into cleaner prose while keeping the user in an editing console, not a prompt maze.
System
What makes it different
Most writing products expose a generic model and ask the user to become better at prompting. Deft takes a different route: train a model to reproduce the shape and texture of strong finished writing, then give the writer a quiet editor for using that model.
The result is intentionally focused. The console accepts a prompt or rough draft, returns an editable piece of prose, and keeps analysis secondary to the act of revising. The tool is meant to improve the draft in front of you, not turn writing into a dashboard.
- 01
Start with rough material
Paste a draft, outline, fragment, or generic model output into the editor. Deft is designed for unfinished material that needs a stronger final shape.
- 02
Generate through DFT
The system routes the request through a fine-tuned writing model that has learned the distribution of finished, human-readable prose rather than relying only on a longer prompt.
- 03
Edit the result
The console returns an editable draft with lightweight metrics and optional checking tools, so the writer can keep judgment and revision at the center of the workflow.
The soft-launch version is deliberately plain: generate, edit, inspect, and keep moving. That restraint is part of the product.