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Scaling Discovery Requires Forgetting

Automated research with LLM agents has shown promising results in various domains. Through iterative refinement and scored verifiers, LLM agents are capable of discovering new ideas. There are different ways to scale automated research: let one agent iterate for longer, run several agents in parallel, or further let the parallel agents communicate and build on one another's candidates. However,…

We haven't written up this one. arXiv cs.AI has the full story — the link below goes straight to it.

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The AI era will redefine business

Reflection AI co-founder and CTO Ioannis Antonoglou said this week on Semafor’s Future Proof that in the AI era, companies have to throw out what they’ve done for decades and come up with new ways to measure and carry out their work.

Samsung Showcases Its AI-Enabled Range Of Home Appliances During The Brief 2026

Samsung held its 2026 edition of The Brief event yesterday, which was held in Hanoi, Vietnam. During the event, the company showcased its catalogue of digital appliances for both businesses and consumers. As you’d expect, these are AI-powered, with the home appliances being part of the larger Bespoke AI family of products and making use…

ScopeNote: a local AI second look before a freelance quote

This is a submission for the Hacktoberfest Open-Source AI Challenge Week 2: Side Hustle . What I Built ScopeNote is a local AI second look before a freelance quote. It turns a client brief into requested scope, questions to ask, scope risks, and a draft reply.

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