Guide · Corrections Become Visible Training
The self-improving AI employee: how corrections become rules
A self-improving AI employee gets better at your work over time in a way you can inspect and control. When you correct it, the correction becomes a durable rule in Instructions, applies on the next job, and carries before/after proof. Every self-update stays visible in History, learned instructions remain editable or removable, and Undo appears only for a conflict-checked exact reversal.
What “self-improving” should actually mean
The useful version of self-improvement is not a black box that quietly rewrites itself. It's an employee that turns your feedback into a rule you can read, edit, or remove. Three controls matter: History keeps every self-update visible, Instructions keeps learned rules directly editable or removable, and Undo appears only when Vavio has a conflict-checked exact reversal.
How a correction becomes a rule
- You correct the employee in plain chat — “don't promise same-day delivery,” “always cc the office.”
- The correction becomes a durable learned rule and appears in the employee's Instructions and its “How it's improved” surface.
- The rule applies on the next job — the employee speaks and acts from its updated state.
- Before/after eval proof shows the same kind of work improving, so the change isn't just a claim.
Why this beats workflow-maintenance debt
With fixed automation, every exception becomes another branch you own forever. Mistakes become corrections, not permanent workflow debt. Correct the employee once, see the instruction update, and watch the next run improve — instead of maintaining a growing canvas of edge cases.
The guardrails on learning
What you keep
Nothing changes without your say-so. Every rule your coaching creates is yours alone — private to your account, never pooled across customers — and stays visible in Instructions, where you can edit or remove it whenever you want. Manage → History records every self-update. Undo appears only when Vavio can prove a conflict-checked exact reversal; otherwise the direct edit and remove controls remain available.
Frequently asked questions
- Does the AI employee change itself without me knowing?
- No. Improvements come from your corrections and show up as visible rules in Instructions. Every self-update stays visible in History, and you can edit or remove learned instructions directly. Undo appears only for a conflict-checked exact reversal. It's bounded, visible instruction improvement — not invisible self-editing.
- Does my employee learn from other customers' data?
- No. Your employee's memory and the rules your coaching creates are private to your account — yours alone, visible in Instructions, and editable whenever you want.
- How do I know a correction actually stuck?
- The learned rule appears in the employee's Instructions, applies on the next job, and carries before/after eval proof so you can see the same kind of work improving.
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