Scale AI

@scale_AI

making AI work

scale.com

Joined July 2016

2KPosts 71KFollowers 479Following

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Scale AI reposted

Bing Liu

Oct 29

Can AI actually automate jobs? @Scale_AI and @ai_risks are launching the Remote Labor Index (RLI), the first benchmark and public leaderboard that test how well AI agents can complete real, paid freelance work in domains like software engineering, design, architecture, data…

Scale AI

Oct 22

There’s no magic wand for making AI work. Scale CEO @jdroege joined @richardquest on @cnni to share what it really takes:

Scale AI reposted

Bing Liu

Oct 9

🔄RLHF → RLVR → Rubrics → OnlineRubrics 👤 Human feedback = noisy & coarse 🧮 Verifiable rewards = too narrow 📋 Static rubrics = rigid, easy to hack, miss emergent behaviors 💡We introduce OnlineRubrics: elicited rubrics that evolve as models train. arxiv.org/abs/2510.07284

vbingliu's tweet image. 🔄RLHF → RLVR → Rubrics → OnlineRubrics

👤 Human feedback = noisy &amp; coarse
🧮 Verifiable rewards = too narrow
📋 Static rubrics = rigid, easy to hack, miss emergent behaviors

💡We introduce OnlineRubrics: elicited rubrics that evolve as models train.
arxiv.org/abs/2510.07284

Scale AI reposted

Jason Droege

Oct 9

Sat down with @lennysan to talk about where AI is headed and how we’re making it work for model builders, enterprises and governments. Also went down memory lane about my time at Uber Eats. 🙂

Lenny Rachitsky

Oct 9

In his first in-depth interview since taking over as @scale_AI CEO, @jdroege shares: 🔸 What actually happened with Meta’s $14 billion investment 🔸 Where frontier labs are heading next 🔸 Why most enterprise data is useless for AI models 🔸 What it takes to keep making AI model…

Scale AI

Oct 1

“I think one of the misunderstandings is that AI is this magic wand or it can solve all problems, and that’s not true today. But there is a ton of value when you get it right.” Our CEO @jdroege shared his AI success framework with CNN's @claresduffy. cnn.com/2025/09/30/tec…

scale_AI's tweet card. The artificial intelligence industry has a big problem: 95% of companies that try AI aren’t making any money from it, according to a report from the Massachusetts Institute of Technology last month....

Most companies aren’t seeing a return on AI investments. This tech CEO wants to change that | CNN...

Source: cnn.com

Scale AI reposted

Bing Liu

Oct 1

New @Scale_AI paper! The culprit behind reward hacking? We trace it to misspecification in high-reward tail. Our fix: rubric-based rewards to tell “excellent” responses apart from “great.” The result: Less hacking, stronger post-training! arxiv.org/pdf/2509.21500

vbingliu's tweet image. New @Scale_AI paper!

The culprit behind reward hacking? We trace it to misspecification in high-reward tail.

Our fix: rubric-based rewards to tell “excellent” responses apart from “great.”

The result: Less hacking, stronger post-training! arxiv.org/pdf/2509.21500

vbingliu's tweet image. New @Scale_AI paper!

The culprit behind reward hacking? We trace it to misspecification in high-reward tail.

Our fix: rubric-based rewards to tell “excellent” responses apart from “great.”

The result: Less hacking, stronger post-training! arxiv.org/pdf/2509.21500

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