Your model is busted and the LOG is staring back at you… what’s YOUR play?
INNOVATION
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Revolutionary Setup Change for Better Coding Agents
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Most people are using coding agents completely wrong. There's a simple setup change that makes them dramatically better. And once you switch to it, you'll never go back. Here's the full breakdown + the starter prompt to copy. Trust me, you NEED to try this. Matt Shumer (@mattshumer_) x.com/i/article/203505392109… — https://nitter.net/mattshumer_/status/2035058834117419036#m
→ View original post on X — @mattshumer_, 2026-03-20 18:21 UTC
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REDSearcher: Novel Framework for Advanced LLM Search Agents
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Tired of LLMs getting lost on deep, complex search tasks, and costing a fortune doing it? The REDSearcher Team presents a novel framework designed to make LLMs elite long-horizon search agents. It cleverly generates high-quality, complex search tasks, actively trains models to
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TL20 Semiconductor Portfolio Rebalanced Up 320% in 3.5 Years
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I’ve been writing for over a decade about a semiconductor renaissance taking place. That development is building now every day, with hundreds of companies such as Google having become chip designers. This week I rebalanced the TL20 group of stocks to consider, which is up 320% in three and a half years. One of the new additions is Celestica, the principal maker of the TPU under contract with Google. Celestica is in that bunch of contract electronics manufacturers (EMS) that do an amazing job of getting by with thin margins and still generating real cash profits. In a little over 3.5 years, the TL20 is up 315% even in this tumultuous market. The TL20 rebalancing: The biggest thing since the microprocessor Whatever you think about speculative excess in AI, the fact is that we are at an historic moment in the history of computer chips, a semiconductor renaissance that has been gathering steam for years. That very profound change is sending ripples through the tech market. Nvidia is a big part of the story. Here are other ways an investor can capture the seismic shift. thetechnologyletter.com $CLS
→ View original post on X — @tiernanraytech, 2026-03-20 18:04 UTC
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Mathematician and AI Collaborate on Mathematical Proof Construction
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The mathematician, Anand, had the intuition (using two involutions) but couldn't quite assemble the proof. Aletheia built the exact construction required to bring it all together! 🧠 For full transparency, Human-AI Interaction (HAI) card and the transcript are included! Paper: arxiv.org/abs/2603.19052 Transcript: github.com/google-deepmind/s…
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3D Object Flow Bridges Video Generation and Robot Control
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3D object flow as the bridge between video gen and robot control is a clever framing. Will check the paper!
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Aletheia AI Powers 8 Math Research Papers, Solves Hodge Bundle Problem
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Update: #Aletheia has now powered 8 math research papers! 📈 Our most recent success, “The Simplicity of the Hodge Bundle,” was solved fully autonomously. It’s at Level 2 “Publishable research” per our categorization. More in thread! Tony Feng (@tonylfeng) A few months ago I bumped into Anand Patel, who had been my algebraic geometry TA in college, visiting Google DeepMind. He agreed to try out an agent I was building called Aletheia. Fast forward: Anand prompted Aletheia to solve a problem about simplicity of the Hodge bundle on M_g that had been floating around (a part of) the algebraic geometry community for at least ten years. Check out his paper at arxiv.org/pdf/2603.19052 — https://nitter.net/tonylfeng/status/2035003908993819019#m
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Listen: Autonomous AI Agent Conducts Thousands Customer Interviews
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LangSmith for Startups Spotlight: @ListenLabs
— LangChain (@LangChain) 20 mars 2026
Listen is an autonomous research agent that conducts thousands of customer interviews simultaneously. Teams bring a business question, and Listen runs the entire research process: designing studies, recruiting participants,… pic.twitter.com/Il1uYmotuQLangSmith for Startups Spotlight: @ListenLabs Listen is an autonomous research agent that conducts thousands of customer interviews simultaneously. Teams bring a business question, and Listen runs the entire research process: designing studies, recruiting participants,
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ARC-AGI-3 Launch Announced for Next Week
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The ARC-AGI-3 launch is next week. Incredible work by the team over the past year.
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System Complexity as IIoT Scalability Barrier
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System complexity is the primary barrier to IIoT scalability and long-term maintainability. For more insights about this, check the comments. #Sponsored by InfluxData. #influxdata_iiot pic.twitter.com/wGyT9jTuhs
— Lucian Fogoros (@fogoros) 20 mars 2026System complexity is the primary barrier to IIoT scalability and long-term maintainability. For more insights about this, check the comments. #Sponsored by InfluxData. #influxdata_iiot