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Reflect. RL layer built on top of observability. It’s not a prank; we actually made observability and traces useful. Today, we’re releasing Reflect. Similarity is not enough for retrieval. We’re taking agents from searching what’s most similar to searching what actually gets the right trajectory and, thus, the right outcome. Here’s how it works. Built as a reinforcement learning layer on top of an observability platform, Reflect doesn’t just retrieve; it reasons about what to remember and plans […]

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Perplexity’s AI search engine encourages users to go deeper with their prompts by engaging in chat sessions that a lawsuit has alleged are often shared in their entirety with Google and Meta without users’ knowledge or consent. “This happened to every user regardless of whether or not they signed up for a Perplexity account,” the lawsuit alleged, while stressing that “enormous volumes of sensitive information from both subscribed and non-subscribed users” are shared. Using developer tools, the lawsuit […]

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Starlink operator SpaceX claims that Amazon violated orbital debris requirements by launching satellites into initial altitudes that are too high, increasing the risk of collision with other satellites and spacecraft. SpaceX, which recently reported two Starlink satellite failures that created new space debris, yesterday accused Amazon and its launch partner Arianespace of negligence that “needlessly and significantly increases risk to other operational systems and inhabited spacecraft.” Amazon Leo, formerly known as Kuiper Systems, is launching satellites into low-Earth […]

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OpenAI might be pulling back on video generation, but Google is forging ahead with a major AI update to its Vids editing product. The company’s latest video and audio models are now integrated with the tool, and you can choose from various controllable avatars to appear in generated videos. Your creations are also easier to share on YouTube now. Veo 3.1 is the biggest part of the Vids upgrade. Google first deployed this updated model in Gemini late […]

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Octopuses are one of the most alien creatures on Earth. The lack of bones makes them amazing shapeshifters, most of them can change color like chameleons, and they pump blue copper-based blood through their bodies using three distinct hearts. They rely on a decentralized nervous system, where two-thirds of their neurons reside in their arms, allowing each limb to independently taste, touch, and make decisions for itself. Now, a team of scientists led by Pablo S. Villar, a […]

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Author(s): Towards AI Editorial Team Originally published on Towards AI. Good morning, AI enthusiasts! Your next AI system is probably too complicated, and you haven’t even built it yet. This week, we co-published a piece with Paul Iusztin that gives you a mental model for catching overengineering before it starts. Here’s what’s inside: Agent or workflow? Getting it wrong is where most production headaches begin. Do biases amplify as agents get more autonomous? What actually changes and how […]

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