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When agentic workflows fail, developers often assume the problem lies in the underlying model’s reasoning abilities. In reality, the limited information provided by the retrieval interface is often the primary limiting factor.Researchers at multiple universities propose a technique called direct corpus interaction (DCI) that lets agents bypass embedding models entirely, searching raw corpora directly using standard command-line tools.The limits of classic retrievalIn classic retrieval systems such as RAG, d
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An East Bay apartment complex has been bought at a price that's well below its prior value. Read more ›
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A PG&E Corp. unit has bought a San Jose building in a move to bolster the utility's South Bay operations. Read more ›
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A USCIS official said immigrants who provide an "economic benefit" are likely able to apply for a green card without returning to their home country. Read more ›
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Google's AI Overview is coming up with strange, chatbot-like responses to single-word searches instead of surfacing definitions. Read more ›
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Apple may not own a stable of other companies, but that doesn't mean it avoids making acquisitions. The company's made some huge purchases over the years. Read more ›
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Бывает результат эксперимента - очевиден! А компилятор, тесты или реальность смотрят на тебя как на безумца и выдают совсем другое. Знакомо? Как подкрутить ожидания? Read more ›
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Online travel aggregator (OTA) Yatra’s consolidated net profit tanked 46.1% to ₹8.2 Cr in Q4 FY26 from ₹15.2 Cr in… Read more ›
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I've found 12 awesome deals on several of our top-rated Sonos speakers and soundbars in this year's Memorial Day sales. Read more ›
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Spotify has introduced a new feature called Personal Podcast, which lets users generate private AI-powered podcasts. These personalized podcasts can also be scheduled and will be tailored to the user’s interests and listening habits. Users will soon be able to create these podcasts directly within the Spotify app through the new Personal Podcast feature. All they need to do is enter a text prompt describing the kind of podcast they... Read more ›
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Maximum Pleasure Guaranteed is another win for Apple TV, joining many other must-watch shows on the streaming service in May. Read more ›
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Lock in major savings on a lifetime license for Microsoft Office Professional 2021 for Windows. Read more ›
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New studies suggest popular AI chatbots continue making significant mistakes around election information, creating growing concerns as more people rely on AI tools instead of traditional search and news sources Read more ›
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Canada's broadcast regulator says major streaming services such as Netflix must contribute 15% of their Canadian revenues to Canadian and Indigenous content. "That's three times the five-per-cent initial contribution requirement the CRTC set out in 2024, which is being challenged in court by major streamers, including Apple and Amazon," reports Global News. "Contribution requirements for traditional broadcasters, which currently pay between 30 and 45 percent, will be lowered to 25... Read more ›
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Here are five hookup sites and apps that are extremely popular among their own users, and what makes them so special. Read more ›
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We took an honest look at AdultFriendFinder's pros and cons as a platform for exchanging nudes from a privacy perspective. Here's what you need to know: Read more ›
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It’s been five years since we first examined the technology trends shaping the future of business and the digital economy. Much of what felt experimental at the time, from generative AI and autonomous systems to spatial computing and machine-driven infrastructure, ... Read more ›
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Meta reassigned thousands of employees to a new AI task force during this week's layoffs. Some are anxious and confused about what comes next. Read more ›
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VentureBeat
For AI systems to keep improving in knowledge work, they need either a reliable mechanism for autonomous self-improvement or human evaluators capable of catching errors and generating high-quality feedback. The industry has invested enormously in the first. It's giving almost no thought to what's happening to the second.I’d argue that we need to treat the human evaluation problem with just as much rigor and investment as we put into building... Read more ›
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Retrieval-augmented generation (RAG) has become the de facto standard for grounding large language models (LLMs) in private data. The standard architecture — chunking documents, embedding them into a vector database, and retrieving top-k results via cosine similarity — is effective for unstructured semantic search.However, for enterprise domains characterized by highly interconnected data (supply chain, financial compliance, fraud detection), vector-only RAG often fails. It captures similarity but misses st Read more ›
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Enterprises building and deploying agents have a problem: it’s taking their engineers too long to find out that an agent made a mistake, and the loop has continued to perpetuate, especially without a human at every step. LangSmith, the monitoring and evaluation platform from LangChain, launched a new capability in public beta that could make that issue more manageable. LangSmith Engine automates the entire chain by detecting production failures, diagnosing... Read more ›
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Four supply-chain incidents hit OpenAI, Anthropic and Meta in 50 days: three adversary-driven attacks and one self-inflicted packaging failure. None targeted the model, and all four exposed the same gap: release pipelines, dependency hooks, CI runners, and packaging gates that no system card, AISI evaluation, or Gray Swan red-team exercise has ever scoped.On May 11, 2026, a self-propagating worm called Mini Shai-Hulud published 84 malicious package versions across 42 @tanstack/*... Read more ›
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Redis built its name as the caching layer that kept web applications from collapsing under load. The problem it is targeting now has the same structure but is harder to solve: production AI agents failing not because the models are wrong, but because the data underneath them is scattered, stale and structured for humans rather than machines. Retrieval pipelines built for single queries cannot absorb the volume agents generate.The gap... Read more ›
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Andrej Karpathy, the influential 39-year-old Slovak-Canadian AI researcher and one of the original 11 co-founders of OpenAI, and former head of Tesla's AI division, announced on Tuesday, May 19 that he's joining rival lab Anthropic.As Karpathy posted from his account on the social network X: "Personal update: I've joined Anthropic. I think the next few years at the frontier of LLMs will be especially formative. I am very excited to... Read more ›
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Although it was already discovered by intrepid AI power users weeks ahead of the official unveiling today at Google's annual I/O developer conference, the company's new Gemini Omni model marks a significantly new paradigm in the wider AI and tech marketplace.That's because as its "omni" (from the Latin omne — meaning "all") prefix would suggest, this is Google's first truly native, multimodal model, that is "a model that can create... Read more ›
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Google unveiled Gemini 3.5 Flash at its annual I/O developer conference on Tuesday, a new artificial intelligence model that the company says shatters what had become a seemingly iron law of the AI industry: that the smartest models must also be the slowest and most expensive to run.The model sits at the center of a sweeping set of announcements — from a video-generating "world model" called Gemini Omni to a... Read more ›
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Google on Tuesday unveiled Gemini Spark, a personal AI agent designed to work around the clock — drafting emails, assembling documents, monitoring inboxes, and eventually making purchases — even when a user's laptop is closed and their phone is locked.The announcement, made at Google I/O 2026, is the company's most ambitious attempt yet to transform its AI assistant from a tool that answers questions into one that autonomously completes tasks.... Read more ›
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For a quarter century, the Google search box has been one of the most recognizable interfaces in computing: a thin white rectangle, a blinking cursor, a few typed words, and a list of blue links. On Tuesday, Google will formally retire that paradigm.At its annual I/O developer conference, Google announced a sweeping redesign of the search box itself — the literal text field where billions of queries begin every day... Read more ›
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22.05.2026 19:05
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