That changes what AI can actually do in science. Instead of relying only on training data, it can connect to sources like PubMed and biological databases, then iterate through real research workflows. The result: → screen thousands of candidates
→ design potential therapies
AI
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AI Transforms Drug Discovery Through Real Research Workflows
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Breakthrough in AI: Multiple Specialized Agents Over Bigger Models
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The breakthrough is not one bigger model. It is multiple agents with clear roles: → one designs the research steps
→ one uses real tools and databases
→ one checks the work to catch errors
→ one writes conclusions, but only when evidence supports them In other words, less -
Synthetic Data in AI: Exploring Pros and Cons
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3 Questions: The pros and cons of synthetic data in #AI buff.ly/IrYmwMj @MIT Cc @kalydeoo @sallyeaves @ahier @rvp @gvalan
→ View original post on X — @sallyeaves, 2026-04-03 08:31 UTC
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AI Evolution: From Question-Answering to Research-Based Systems
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Most people still think AI’s job is to answer questions.
— Ronald van Loon (@Ronald_vanLoon) 3 avril 2026
That framing is already outdated.
What got my attention about Eubiota is the shift from chatbot logic to research logic:
→ plan
→ execute
→ verify
→ refine
That is a very different category of system.
Here’s why it… pic.twitter.com/QJ6GP7JmSyMost people still think AI’s job is to answer questions. That framing is already outdated. What got my attention about Eubiota is the shift from chatbot logic to research logic: → plan
→ execute
→ verify
→ refine That is a very different category of system. Here’s why it -
Robots Inspired by Dung Beetles Master Multitasking Skills
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Inspired by Dung Beetles, These #Robots Master Multitasking
— Ronald van Loon (@Ronald_vanLoon) 3 avril 2026
via @WevolverApp#Robotics #ArtificialIntelligence #Innovation #Technology pic.twitter.com/zaiVMe21LfInspired by Dung Beetles, These #Robots Master Multitasking
via @WevolverApp #Robotics #ArtificialIntelligence #Innovation #Technology -
Organizing AI workspace for efficient chat and analysis
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I just have a workspace that I use for random chats and analysis and use that for all “chat” things! But, both short & long term we will have a happy path for this.
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Learn Claude Code: New Engineering Resource Repository
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repo link → https://
markdown.engineering/learn-claude-c
ode/
… I wasn’t able to identify the authors but hats off to them! If anyone knows him/her/them, please share. -
Gemma 4 E4B: On-Device AI Revolution Without Cloud Dependency
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To explain why I consider Gemma 4 a bigger release than most people realize. This is a big deal because models like Gemma 4 E4B can run directly on devices, bringing powerful AI (even a 2B model ~60% on MMLU Pro) to phones, laptops, and edge systems without relying on the cloud,
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Grok video games will be incredible with new AI features
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Grok video games are going to be incredible Kiri (@Kyrannio) Be sure to update your Grok app, the new Imagine 'Quality' mode is absolutely insane. It really responds exceptionally well to specific camera terminology and feels far more stylized. I love it! Amazing work from xAI once more :). Prompt: a gorgeous Kodachrome film still of Santa Barbara, cinematic and hyperrealistic, 2020s, motion blur, anti aliasing, lens distortion — https://nitter.net/Kyrannio/status/2039945898999124427#m
→ View original post on X — @akshat_world, 2026-04-03 08:07 UTC
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Claude Skills Context Engineering: 3-Layer System for Hundreds of Skills
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Context engineering in Claude Skills is GENIUS! Skills use a 3-layer context management system that lets it use 100s of skills without hitting context limits. Here's how it works: > Layer 1: Main Context – Always loaded, it contains the project configuration. > Layer 2: Skill Metadata – Comprises only the YAML frontmatter, about 2-3 lines (< 200 tokens). > Layer 3: Active Skill Context – SKILL. md files and associated documentation are loaded as needed. Supporting files like scripts and templates aren't pre-loaded but accessed directly when in use, consuming zero tokens. This architecture supports hundreds of skills without breaching context limits. The article below is a complete guide to 𝗖𝗟𝗔𝗨𝗗𝗘.𝗺𝗱, hooks, skills, agents, and permissions, and how to set them up properly. Akshay 🚀 (@akshay_pachaar) x.com/i/article/203496196714… — https://nitter.net/akshay_pachaar/status/2035341800739877091#m
→ View original post on X — @akshay_pachaar, 2026-04-03 08:07 UTC