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A new study by Google suggests that advanced reasoning models achieve high performance by simulating multi-agent-like debates involving diverse perspectives, personality traits, and domain expertise.Their experiments demonstrate that this internal debate, which they dub “society of thought,” significantly improves model performance in complex reasoning and planning tasks. The researchers found...
Clawdbot's MCP implementation has no mandatory authentication, allows prompt injection, and grants shell access by design. Monday's VentureBeat article documented these architectural flaws. By Wednesday, security researchers had validated all three attack surfaces and found new ones.(The project rebranded from Clawdbot to Moltbot on January 27 after Anthropic issued a trademark request over the...
AI agents can talk to each other now — they just can't understand what the other one is trying to do. That's the problem Cisco's Outshift is trying to solve with a new architectural approach it calls the Internet of Cognition.The gap is practical: protocols like MCP and A2A let agents exchange messages and identify tools, but they don't share intent or context. Without that, multi-agent systems...
Two days after releasing what analysts call the most powerful open-source AI model ever created, researchers from China's Moonshot AI logged onto Reddit to face a restless audience. The Beijing-based startup had reason to show up. Kimi K2.5 had just landed headlines about closing the gap with American AI giants and testing the limits of US. chip export controls. But the developers waiting on r/...
Tel Aviv-based startup Factify emerged from stealth today with a $73 million seed round for an ambitious, yet quixotic mission: to bring digital documents beyond the standard formats most businesses use — .PDF, .docx, collaborative cloud files like Google Docs — and into the intelligence era.For Matan Gavish, Factify’s Founder and CEO, this isn't just a software upgrade—it is an inevitability he...
The generative AI era has sped everything up for most enterprises we talk to, especially development cycles (thanks to "vibe coding" and "agentic swarming").But even as they seek to leverage the power of new AI-assisted programming tools and coding agents like Claude Code to generate code, enterprises must contend with a looming concern — no, not safety (although that's another one!): cloud spend...
Airtable is applying its data-first design philosophy to AI agents with the debut of Superagent on Tuesday. It's a standalone research agent that deploys teams of specialized AI agents working in parallel to complete research tasks.The technical innovation lies in how Superagent's orchestrator maintains context. Earlier agent systems used simple model routing where an intermediary filtered...
Presented by SAPTen years ago, Western Sugar made a decision that would prove prescient: move from on-premise SAP ECC to SAP S/4HANA Cloud Public Edition. At the time, artificial intelligence wasn't a priority on most roadmaps. The company was simply trying to escape what Director of Corporate Controlling, Richard Caluori, calls "a trainwreck:” a heavily customized ERP system so laden with custom...
The average enterprise SOC receives 10,000 alerts per day. Each requires 20 to 40 minutes to investigate properly, but even fully staffed teams can only handle 22% of them. More than 60% of security teams have admitted to ignoring alerts that later proved critical.Running an efficient SOC has never been harder, and now the work itself is changing. Tier-1 analyst tasks — like triage, enrichment,...
In the race to bring artificial intelligence into the enterprise, a small but well-funded startup is making a bold claim: The problem holding back AI adoption in complex industries has never been the models themselves.Contextual AI, a two-and-a-half-year-old company backed by investors including Bezos Expeditions and Bain Capital Ventures, on Monday unveiled Agent Composer, a platform designed to...