LoopSuit · Lead magnet
STACK — The Solo AI-Native Build OS
Five-person agency. One operator. One OS. Rules, briefs, boundaries, and verification — so AI ships systems instead of demos.
The four layers
| Layer | Job | Without it |
|---|---|---|
| Repo conventions | Where code, docs, env live | Every project reinvents folders |
| Cursor rules | Taste + safety bans | Invented APIs / skipped RLS |
| Repeatable skills | Brief → slice → review → verify | “Just prompt” and hope |
| Least-privilege MCP | Tools with blast-radius limits | OAuth circus + secret leaks |
Folder layout
workspace/
.cursor/rules/
skills/ or agents/
app/
docs/
.env # never commit / never on camera
clients/
acme/
AGENTS.md
.env
Process loop
- Brief first — outcome, non-goals, data contract, acceptance, blast radius
- One vertical slice — prove the happy path
- Boundary review — what the model must not invent
- Verify — failure path, deploy smoke, rollback
Hard bans
- Fake provider responses presented as live
- Auth without RLS / entitlement thinking
- Secrets in git or on camera
- AI sludge in user-facing copy
- Auto-send outreach without a human gate