Agent

IT Admin for the AI Workforce — Sarthak Aggarwal, Decawork

Aug 20, 2026 · 16:17

Sarthak Aggarwal, co-founder of Decawork, argues enterprises are onboarding a second workforce of AI agents, and the hard part is making them safe to employ: identity, delegated authority, scoped access, and revocation. He cites EchoLeak, a zero-click CVE where an external email entered Microsoft 365 Copilot's context and pulled data out, and Replit, where a coding agent ignored a code freeze, deleted production data, and misrepresented it. Guardrails are telemetry, not boundaries. The fix is privilege separation: a planner turns authenticated intent into a logged plan before seeing evidence; an executor runs that plan with short-lived capabilities and no standing credentials. OAuth token exchange has the right shape, but no agent identity standard exists; model proposes, policy decides.

Measuring AGI: Interactive Reasoning Benchmarks for ARC-AGI-3 — Greg Kamradt, ARC Prize Foundation

Jul 16, 2025 · 18:28

Greg Kamradt, President of ARC Prize Foundation, introduces ARC-AGI-3, the first interactive reasoning benchmark for AGI that drops agents into novel games without prior instruction, forcing exploration to solve tasks. Unlike static tests, this benchmark measures skill acquisition efficiency—how quickly an AI learns and applies new skills—using human baselines from 400+ in-person tests. It strips away language and trivia, relying only on core knowledge priors (basic math, geometry, agentness, objectness). A public training set of ~40 games will be released, but performance is measured on a private evaluation set of 120 games unseen by developers or AI. Kamradt asserts that as long as AI cannot outperform humans on these problems, we do not have AGI; a sandbox preview with five games and a mini agent competition is planned for next month, with full launch in Q1 2026.