April 2026

Vision-Language-Action (VLA) models map multimodal inputs directly to robot actions and are typically trained through large-scale imitation learning. While this paradigm has shown strong performance, prevailing VLA training procedures do not explicitly supervise hard physical constraints such as obstacle avoidance or kinematic feasibility. As a result, the geometric structure underlying physically feasible behavior must be inferred only implicitly from demonstrations. In this paper, we study whether introducing explicit feasibility supervision can provide effective structured guidance for VLA policies. […]

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I have done some research in RL and have some problem statements which I would love to do a PhD on instead of my sde job. I also have the money to be able to go abroad and pursue it. However I can’t make decisions solely based on interest and without giving zero thought about the future. Hence the confusion. On one hand I feel like its a good idea to pursue this even from future prospects because […]

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How are you, hacker? 🪐Want to know what’s trending right now?: The Techbeat by HackerNoon has got you covered with fresh content from our trending stories of the day! Set email preference here. ## SEO Isn’t Dead But Your Strategies Have to Change By @deeflect [ 10 Min read ] CTRs are down 30%, and AI Overviews are everywhere. SEO isn’t dead, but the rules shifted. Here’s what GEO is and why brand mentions now outrank backlinks 3:1 […]

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https://youtu.be/OKjCaqQgHoU?embedable=true As the wave of digital transformation sweeps across the globe, intelligent manufacturing has become the core engine driving high-quality growth in manufacturing. n However, on the path toward intelligence, enterprises face a wide range of challenges: data silos across multiple systems, complex scheduling dependencies, and delayed monitoring and alerting continue to emerge. This article explores how a leading manufacturing enterprise achieved a qualitative leap in its scheduling platform with Apache DolphinScheduler. The Era of Intelligent Manufacturing With […]

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How I built an AI-native Second Brain for engineering management — with Obsidian, Claude Code, and zero subscriptions. Seven unread Slack DMs. Three stacked 1:1s before lunch. A promotion packet review you can’t find. An incident follow-up thread someone archived. A decision from last quarter that lives in a Slack thread you can no longer search because it’s past the retention window. This is the job now. Not the work — the scaffolding around the work. Your brain […]

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Starting April 14, Binance has activated a new trading mechanism on its spot market designed to prevent orders from being executed at extreme, out-of-band prices. The feature, known as the Spot Price Range Execution Rule (PRER), is a direct response to growing concerns over flash crashes and sudden liquidity voids. Under the new system, each order will only be filled within a dynamically calculated price band based on the most recent trades for that pair. If an order […]

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In this article, I’ll show you how to unlock the full power of GitHub Copilot agents inside VS Code. There are actually three main types of Copilot agents-most people only know about one, but I’m going to show you all of them. By the end, you’ll be able to create custom agents that act as your own specialized “sub-agents.” Getting Started: The Setup Before we dive into the agents, make sure your environment is ready. Update VS Code: Ensure […]

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If you’ve been following any entertainment media at all, you probably know it’s time for the Coachella Valley Music and Arts Festival, a massive two-weekend music festival held at the Empire Polo Club in Indio, California. We are approaching the second weekend of Coachella 2026, featuring headliners such as Sabrina Carpenter (Friday), Justin Bieber (Saturday), and Karol G (Sunday). It sold out in 3 hours with about 240,000 tickets sold for the two weekends. In 2022, Coachella partnered […]

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Project management success is littered with preventable inefficiencies that can undermine efficiency and increase the likelihood of failure. Could AI innovations help more businesses to overcome the seven deadly sins that undermine projects? Inefficiencies are a scourge for operational efficiency. According to KPMG insights, as much as 70% of organisations have experienced at least one project failure in the past 12 months. These failures can not only be costly for the opportunities they cause organisations to miss out […]

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