Building with Logic: AI Designs Molecules to Specification
A new framework combines the creative power of neural networks with the rigor of formal logic to generate complex molecules that meet precise chemical and functional requirements.
A new framework combines the creative power of neural networks with the rigor of formal logic to generate complex molecules that meet precise chemical and functional requirements.
![AgentConductor addresses complex code problems through a three-stage process: initial supervised fine-tuning [latex]SFT[/latex] on varied network topologies instills structural understanding in the base [latex]Qwen-2.5-Instruct-3B[/latex] language model, followed by reinforcement learning with [latex]GRPO[/latex] to create a task-specific orchestrator capable of adapting network difficulty, and culminating in dynamic, multi-turn topology generation for end-to-end problem solving.](https://arxiv.org/html/2602.17100v1/x3.png)
A new system intelligently designs how multiple AI agents collaborate to generate code, achieving better results with fewer resources.

The 53-year-old actress was seen enjoying the Miami sunshine wearing a black string bikini after being photographed with a Spanish actor.

Many of today’s most popular and well-received science fiction shows center around life after a catastrophe. While shows like The Last of Us and Fallout began as video games, others such as Silo and The Eternaut were inspired by books. Similar to The Eternaut, Netflix also features another post-apocalyptic series that’s based on a highly-regarded comic book.

It’s easy to doubt true stories in movies when they seem far-fetched, but that doesn’t mean they’re not real. Often, the most compelling films based on actual events are fascinating because of how unusual the stories are. While these movies might take some creative liberties, they’re all rooted in documented facts. From dramas to sci-fi and even horror, each film offers a unique take on real-life events, no matter how unbelievable they may seem. These movies prove that, sometimes, truth is much stranger than fiction.

I spotted the gorgeous Brazilian supermodel, who’s 45, out and about today! She was driving down a beautiful, tree-lined street with her little one safely secured in the car seat. It was such a sweet, everyday moment!

The popular British comedy duo are reportedly set to host a version of the American show Holey Moley, bringing their love of golf to the screen.

Despite the film’s central mystery, Ebert had no interest in becoming involved and didn’t like the movie at all.

Okay, so Limbus Company is having an anniversary, and trust me, you DO NOT want to miss out! They’re dropping a bunch of new prizes and rewards. If you’re already a fan, awesome! And if you’re thinking about starting to play, now is the PERFECT time – there’s going to be so much cool stuff for new players like me to grab!
The XRP Ledger, that sly trickster, is now the star of Dubai’s real estate fairytale. Ripple’s Reece Merrick, a man with a penchant for dramatic social media posts, declared on X: “Phase Two is live! A controlled secondary market for tokenized properties, all secured by Ripple Custody-because who needs chaos when you can have regulated chaos?