Igor Arkhipov

@[email protected]

[Garrett Lord @GarrettLord]

SEPT ’26: HUMANS STILL VERY MUCH HAVE JOBS.

AI isn't even close to meeting the standard required of the most junior professionals in banking, advisory, and private equity today.

ATLAS Finance agents must navigate complexity like a human does: "Johnny you just got staffed - check your email."

Human: 100%.
Best AI: 12%.

Agents have access to data rooms, email, chat, calendars, docs, notes, Excel, etc. Our real finance professionals pushed the realism frontier further by building dozens of coworker and client personas that introduce ambiguity, (controlled) contradictions, and real-time updates that must be adjudicated to successfully complete the client-ready deliverable.

We gave 11 frontier models 100 expert-level tasks that each take humans 15–30 hours.

On Wall Street there's a saying, "If it's 95% right, it's 100% wrong." Autonomous knowledge work outside software still has a very long way to go.

[Igor Arkhipov @IgorArkhipov]

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[Igor Arkhipov @IgorArkhipov]

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[Igor Arkhipov @IgorArkhipov]

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