Build AI Processes That Can Check and Improve Their Own Work
A loop is more structured than one large prompt. You define the objective, the steps, the checks, the guardrails and the point at which the work is finished — then reuse that structure whenever the same kind of work comes back.
Windows and macOS apps are coming soon.
Eight parts, written down instead of assumed
Most disappointing AI output comes from missing structure, not a missing model. A loop makes each part explicit.
Objectives
State the outcome in a way that can be judged, not just described.
Execution steps
The ordered work the loop performs on each pass.
Validation checks
The criteria the output must meet before it counts as done.
Guardrails
Boundaries the process must not cross, written down instead of assumed.
Retry logic
What happens on a failed check — rewrite, narrow the scope, or escalate.
Error handling
A defined response for the cases where a step cannot complete.
Stop conditions
Caps on iterations so the process ends deliberately.
Final report format
The shape of the deliverable, decided before the work begins.
Create → Review → Validate → Improve → Repeat → Complete
One pass rarely produces finished work. A loop keeps the improvement step inside the process instead of leaving it to you.
- 1Create
- 2Review
- 3Validate
- 4Improve
- 5Repeat
- 6Complete
The cycle repeats until the validation checks pass or a stop condition is reached.
Available now on mobile
Loop Engineering AI is live on the Apple App Store and Google Play. Desktop apps are on the way.
iPhone and iPad
Native iOS app with the full graph, loop and prompt workspace.
Download on the App StoreAndroid phones and tablets
Native Android app with the same local-first project library.
Get it on Google PlayWindows
A desktop canvas for larger graphs is in development.
macOS
A native Mac workspace is in development.
Loop Engineering FAQ
Loop Engineering is designing an AI process as a repeatable cycle — create, review, validate, improve, repeat — with explicit guardrails and a stop condition, instead of submitting one large prompt and hoping the answer is good.
Start building visual AI systems today
Design graphs, engineer loops and keep every project on your device.
Windows and macOS apps are coming soon.