VibeOS — build loop, audit loop, learning loop
Three loops make AI-assisted development manageable. The build loop turns intent into scoped work. The audit loop checks what changed and sends fixes back through review. The learning loop captures what was learned so the next run starts stronger. Models can change; the loops keep the work inspectable.
VIBEOS · THE DEVELOPMENT LOOPS
The loop is the product.
MODEL HELP — SWAPPABLE
Ask any strong model to help.
Planning, coding, review, explanation, and debugging can move between models.
The useful part is how the work comes back through the loops.
M1
M2
M3
any model, by design
THE WORK MUST COME BACK INSPECTABLE
THE LOOPS — FIXED
Build, audit, learn, repeat.
The harness keeps the work scoped, checked, corrected, and easier to pick up next time.
BUILD LOOP
AUDIT LOOP
LEARNING LOOP
No claim without a check.
The model helps. The loops keep the work usable.
VibeOS
VibeOS is about loops. The build loop turns intent into scoped work. The audit loop checks the result and sends fixes back through review. The learning loop captures what changed so the next run starts stronger. Models can change; the loops keep the work usable.