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REFERENCE NOTE / 09VERIFICATION

A TOOL WE STUDIED

Panto AI

Design documents, tickets, and code history can be relevant to review.

Research reference

01 / THE WORK

What we admire

Panto’s approach to reviewing with multiple context sources stood out in our landscape survey. A changed function can satisfy its local tests while still violating a product requirement recorded elsewhere.

02 / THE LESSON

The principle that stayed

More sources can improve review only when the system identifies where each claim came from. A plausible business rule inferred from prose is a lead, not an observed runtime result.

03 / OUR BOUNDARY

Where CodeVetter stands

CodeVetter’s intent and business-rule work preserves source identity and uncertainty. Panto is a research reference; our local verifier does not import Panto’s context or scanning service.