gursh @gurshdev

FDE @joinhandshake San Francisco, CA Joined September 2024

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gursh @gurshdev

a week ago

@nishantXranka @joinHandshake big win for EDU!

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@joinHandshake ran a controlled study with 2800+ students comparing the impact of AI with human tutor. Two interesting findings: (1) AI and human produced similar learning gains, and (2) AI is 70x (Opus) to ~900x (Gemma) cheaper. See: ATLAS-Education joinhandshake.com/research/bench…

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gursh @gurshdev

3 weeks ago

@jjpjap let's go

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pyne @jjpjap

3 weeks ago

Proud to have worked on this and contributed to such an impactful result! This is an important step towards democratizing education for all.

Curtis G. Northcutt @cgnorthcutt

3 weeks ago

Today we establish that AI is as good as expert human tutors for immediate GRE learning gains (p=.015, n=2,383 students, study conducted July-Sep 2026). One hour with an expert GRE tutor: $75. One equivalent hour with an AI tutor: 7 cents . 918x cheaper, equivalent learning

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gursh @gurshdev

a month ago

@GarrettLord Let's go Handshake!

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Garrett Lord @GarrettLord

a month ago

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.

@CanadaHonk tui in the web

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gursh @gurshdev

2 years ago

@dennismuellr i get this feeling so much... because i'm the one trying to figure out wtf i'm trying to say 😭. but the moment the situation clicks and the product comes out exactly how i envisioned it... nothing beats that level of dopamine 😂