What it is
Verification Loop gives humans the review surface that knowledge work needs when there is no unit test suite.
Homebase Building Block
Verification Loop.
Review surfaces for sources, citations, diffs, previews, comparisons, reversible changes, and uncertainty.
Human review cockpit
The answer sits beside the evidence.
Calls server parsing with rate limits.
Output
Recommended vendor: Vendor B
Fastest implementation with acceptable reference quality and lower operational risk.
Confidence
Medium high
Action
Keep as draft until approved
Review mode
- Pricing table from Q1 export
- Implementation notes from vendor calls
- Reference summary from attached PDFs
Software has tests. Knowledge work needs review surfaces.
Problem
Knowledge work usually lacks tests. The human remains the verifier, but most AI products make review harder than it should be.
How it works
- Show outputs beside sources, diffs, assumptions, and confidence.
- Make changes reversible and comparable.
- Separate what the system knows from what it inferred.
Why it matters
- The human remains the verifier, but the system makes verification easier.
- Review surfaces slow down blind acceptance and increase confidence.
- Visible uncertainty is more useful than polished certainty.
Behavior
Good behavior
The user reviews a memo beside source snippets, citations, a diff from the prior draft, and a rollback option.
Bad behavior
The answer arrives without sources, diffs, previews, or assumptions.
Recruiter signal
This shows product judgment around trust, AI UX, systems thinking, and the difference between useful automation and opaque automation.