LIVE · EVERY DONKEY, ONE PAGE

Playground

One donkey per kind of output, all of them here. Run any of them and you get the specific problems, where each one is and the evidence for it, with the same verdict on every run. Writing starts on our own homepage copy, because we check our writing with the thing we sell.

writing · de-slop · deterministic, keyless

Writing

Dead prose, hedging, jargon, self-management tics, flat cadence. Paste any AI text.

No key. Same input gives the same verdict, every run.
conversations · de-sycophant, de-loop · deterministic, keyless

Conversations

Sycophancy (the mirror wall), a dialogue stuck in one register, flat task-talk, narrowing. One turn per line, or "Speaker: text".

This example is sycophantic on purpose.
presentations · land-the-finding · vision, runs on our demo key

Presentations

Upload a chart or slide. Reviewed substance first (does it carry a real finding?), then style (chartjunk, direct labels, color, title-as-finding). This one reads the image with a vision model, so it is not byte-deterministic, and it is rate-limited here.

a clean chart
a chartjunk chart
jpg or png, sent once, not stored.
documents · tie-out · deterministic

Documents

Upload a PDF. The extraction donkey detects the table structure and pulls the cells deterministically, the same numbers every run. Byte-identical across 90 runs, 2,332 cells audited with 0 errors. (For the full visual overlay on the source page, the extraction donkey also runs standalone at wysiwyd.doloop.io.)

PDF, page 1, free tier.
design · visual-hierarchy hygiene · deterministic, keyless

Design

Paste a live URL. The design donkey reads the page and its stylesheets and flags system clutter: too many font sizes, weights, and content widths (the stranded-gutter class), plus color sprawl. Same page in, same verdict out, no model.

reads the page and its linked CSS, deterministic.
code · coming

Code

The architecture is one donkey per kind of output, so code is the next donkey, not a different product. Same contract: located, evidenced findings, the same verdict every run.