Watch it work. Watch it ask.
A replay of a real session: an agent documents a codebase, and stops the moment a decision belongs to you.
Replay · recorded 2026-07-03 · excalidraw dossier run
replay shown in full; motion off.
01 Agent
Read package.json
Read README.md
Grep "exportToBlob" packages/
Read packages/excalidraw/components/App.tsx
Reading the code before writing about it. Every section will cite file and line.
Read packages/excalidraw/package.json
02 Governance
Bash wants to run.
Paused here until the operator chose. Allowed.
03 Tournament
Judging candidates
Judge rationale
dense, file:line-grounded, internally consistent.
04 Dossier
drafting sections…
7 sections · 226s wall-clock · 86% cache reads
Four stages. Sharp corners.
- 00
What people ask for. What's already built. Where the MENA gaps sit.
- 01
Fill the workshop. Upload a BRD. Turn an opportunity into a brief. Arabic, English, or both.
- 02
Ship to the community. Content packs, cross-posts, investors looking.
- 03
AI Tech Lead picks the stack. Splits the project into four milestones. Writes the tickets.
We benchmarked it before we told you about it.
In one night, this pipeline documented five real codebases, including dub and excalidraw. Independent judges scored the output blind.
| Repo | Blind score (/40) | Wall-clock | Cache reads |
|---|---|---|---|
| glow | 35/40 | 211s · 3.5× | 82% |
| full-stack-fastapi-template | 34/40 | 120s · 5.1× | 83% |
| dub | 35/40 | 301s · 4.9× | 85% |
| excalidraw | 35/40 | 226s · 5.3× | 86% |
| swazona | 35/40 | 286s · 4.1× | 85% |
n=3 per cell. A defensible small-sample comparison, not statistical significance. Scored blind by independent judges on a 4×10 rubric: coverage, accuracy, proportionality, actionability.
A workshop, not a wrapper.
| Dimension | Prototype builders | Agent wrappers | Swazona |
|---|---|---|---|
| Plan before code | prompt-first | prompt-first | BRD, milestones, tickets |
| Output judged | you eyeball it | you eyeball it | blind rubric, ranked |
| Spend and permissions | unmetered | per key | caps, approvals, audit |
| Runs on | their cloud | their cloud | your machine, your agent |
| Arabic | afterthought | afterthought | first-class sibling |