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  • The history of distributed computing is one of protocol proliferation followed by consolidation. Common Object Request Broker Architecture (CORBA), Distributed Component Object Model (DCOM), Java remote method invocation (RMI), and early simple object access protocol (SOAP) competed for the enterprise integration market in the late 1990s before representational state transfer (REST) quietly won by being simpler and HTTP-native. Extensible Messaging and Presence Protocol (XMPP), Internet Relay Chat (IRC), and a […]
  • The US government last night issued an unprecedented export control directive ordering Anthropic to immediately suspend all access to its top-tier Claude Fable 5 and Claude Mythos 5 models for foreign nationals, citing unspecified national security authorities. In response, Anthropic has blocked all public access to both models, globally — meaning no users around the world can access them at this time, even paying enterprise customers and Anthropic employees internally. […]
  • Moonshot AI released Kimi K2.7-Code this week, an open-source update to its K2 coding model family, claiming leaner reasoning and double-digit performance gains.K2.7-Code is built on the same trillion-parameter mixture-of-experts architecture as its predecessor K2.6, and drops in via an OpenAI-compatible API — which matters for teams already running K2.6 in production gateways.When K2.6 launched in April, it topped OpenRouter's weekly LLM leaderboard — a ranking based on actual API […]
  • Large language models continue to struggle with hallucinations, presenting a major roadblock for real-world enterprise applications. Reducing these errors is a messy business, forcing model developers to navigate a strict tradeoff where eliminating factual errors often suppresses valid answers.In a new paper, Google researchers introduce the concept of "faithful uncertainty," a metacognitive technique that aligns a model's response with its internal confidence. This alignment allows the model to offer appropriately […]
  • The creators of the hit, enterprise-friendly, open source OpenClaw variant NanoClaw are partnering with software supply chain management leader JFrog to launch a new, joint security integration they say will protect NanoClaw autonomous agents from malicious code injection. "These agents are doing things that you cannot necessarily control, and you cannot necessarily train," said Gal Marder, Chief Strategy Officer at JFrog, in an exclusive interview with VentureBeat.Available immediately, the partnership […]
  • Most enterprise RAG pipelines start the same way: a text parser converts web pages and documents into plain text so they can be chunked and indexed for retrieval. That conversion step destroys retrieval signals — and according to new research, it's responsible for the majority of wrong answers.A research team from UC Berkeley, Princeton University, EPFL and Databricks published a paper this week introducing PixelRAG, a system that skips that […]
  • Agent skills have become an important part of real-world AI applications, providing a mechanism — a set of instructions saved in a folder of text-based markdown (.md) files, usually — for models to adapt to specific enterprise use cases and complex workflows. However, optimizing these skills is a slow process and faulty process, as they cannot be trained in the same way as the parameters of the underlying AI model. […]