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Enterprise AI agents keep failing because they forget what they learned

RAG architectures are good at one thing: surfacing semantically relevant documents. That’s also where they stop. A framework called a decision context graph addresses that gap by giving agents structured memory, time-aware reasoning, and explicit decision logic. Rippletide, a startup in the Neo4j ecosystem, has built one. The key capability: agents that are non-regressive, able …

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GitHub confirms 3,800 internal repos stolen through poisoned VS Code extension as supply chain worm hits Microsoft’s Python SDK

GitHub confirmed on May 20 that a poisoned VS Code extension installed on an employee’s device gave attackers access to roughly 3,800 internal repositories at the Microsoft-owned code storage and authorship platform. The threat group TeamPCP, formally tracked by Google Threat Intelligence Group as UNC6780, claimed responsibility and is advertising the stolen repositories for sale …

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NanoClaw’s creators are turning the secure, open source AI agent harness into an enterprise ‘second brain’

The creators of NanoClaw — the hit open source, enterprise-friendly variant of autonomous AI agent harness OpenClaw — are moving towards commercializing their technology for enterprises at scale, aiming to provide them with secure AI agents, and an ever-updating library of workplace context, for each human employee the enterprise has approved. The duo, including former …

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Corti’s new Symphony for Speech-to-Text model beats OpenAI at medical terminology accuracy, highlighting the value of specialized AI

Today, Copenhagen-based healthcare AI Corti is launching Symphony for Speech-to-Text, a new generation of clinical-grade speech recognition models engineered specifically for real-time dictation, conversational transcription, and batch audio processing — and their accuracy rate is the highest for this specific use case yet recorded. “We are focused on ensuring our AI scribes can be trusted …

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AWS nabs white hot gen AI media creation startup fal, becoming its preferred cloud provider

Generative AI’s rapid transition from text-based chatbots to high-fidelity media—spanning images, video, spatial 3D, and audio—has exposed a glaring bottleneck in the modern tech stack: infrastructure. Rendering pixels in real-time requires a staggering amount of compute, and developers are increasingly struggling to manage fragmented GPU clusters just to keep their applications online. Enter fal, a …

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Claude agents can finally connect to enterprise APIs without leaking credentials

The reason enterprises have been slow to connect AI agents to internal APIs and databases isn’t the models — it’s the credentials. In most production deployments, the agent carries authentication tokens with it as it executes tool calls, which means a compromised or misbehaving agent takes the keys with it. Anthropic is addressing that problem …

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Google just redesigned the search box for the first time in 25 years — here’s why it matters more than you think.

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 …

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Google’s new AI agent can draft your emails, monitor your inbox and eventually spend your money

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 …

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Google unveils Gemini Omni ‘any-to-any’ AI model: what enterprises should know

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 …

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Google says Gemini 3.5 Flash can slash enterprise AI costs by more than $1 billion a year

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 …

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