Most of the effort in AI goes into the machine. Far less goes into the person on the other end.

Agents, harnesses and evaluations get plenty of attention. The context they need to actually help gets much less. Danbi starts there, and keeps everything on your own machine.

See what actually happens

·✓across the tools you already use

Notice what keeps repeating

·✓you did that by hand six times — automate it?

Take it off your hands

·✓once you have said yes enough times

Keep it from rotting

·✓your work changes, and the software has to keep up

What it sees

The coach watches how you actually work, across the tools you already use. Without that record, anything built to help you is guessing.

Browser, phone and audio all feed the same record.
Code works out the facts. The model only comments.
Everything stays local, for privacy and security.

What it does

You describe the software instead of shopping for it. The coding agent writes it, checks the result, and waits for you to decide.

Open models do the work on your own machine.
Nothing lands unless you say so.
Merged work gets re-checked, and reverted if it drifts.