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Content filters can block unsafe output. They cannot tell you whether an agent was authorized to issue that refund, touch that production system, or commit the company to an external action. Those are different problems, and most enterprises are only solving the first one. An AI agent can follow its instructions perfectly and still take…

As enterprise codebases grow, AI agents tasked with analyzing them are buckling under the weight of long-horizon tasks that require multiple interactions and tool calls. Dividing the work among a team of agents seems like the obvious fix, but it introduces a fatal flaw: most multi-agent systems are not designed for agents to coordinate among…

For developers, the operating assumption has been one engineer, one agent — the model Claude Code and similar tools. At VB Transform 2026, James Zou, associate professor of biomedical data science at Stanford University, argued that assumption is about to break: the next frontier isn’t a single, more capable agent, it’s tens of thousands of…

A VB Pulse survey this June found that 57% of enterprises had traced a confidently wrong agent answer back to missing or inconsistent context — the latest sign of how central context has become to whether AI agents can be trusted to act on their own. Most of the fixes so far have solved a…

Earlier this week, the AI startup Liquid, formed in 2023 by former MIT computer scientists, debuted LFM2.5-2.6B, a new open-weight language model designed specifically for agentic workloads. In release materials and a recent interview with VentureBeat, Liquid’s researchers said LFM2.5-2.6B can run entirely on local hardware — from smartphones and laptops down to a Raspberry…

Alibaba released Qwen 3.8-Max this week and marketed the preview as second only to Claude Fable 5 (their launch-day table was more equivocal: the model leads on one of 12 coding-agent rows). But an independent harness came close to the opposite conclusion: a benchmark run, apparently using the Preview version, put Qwen 3.8-Max’s best effort…

Presented by JumpCloud A practical framework for securing every identity in the modern workforce, human or not. Your organization already has a rigorous process for governing human identities. New employees go through onboarding. They get a role, a set of entitlements, and a named manager accountable for their access. When they leave, their credentials are…

Presented by CloudMosa Enterprise work now happens increasingly inside the browser, and that shift has made the browser a primary point of entry for cyberattacks as well. Browser-based attacks have surged over the past two years, according to industry reports, while Gartner projects that more than 85% of enterprise workloads will be accessed through the…

Meta today released Muse Code, a terminal-based AI coding agent now in beta, alongside Muse Spark 1.2, a coding-focused update to its Muse Spark family of frontier models — a one-two punch that puts the company in direct competition with Anthropic’s Claude Code, OpenAI’s Codex, and the growing field of agentic coding harnesses that have…

The UK AI Security Institute (AISI) disclosed last night that the leading two frontier AI models from Anthropic and OpenAI took 19 unsanctioned actions against the live internet during cybersecurity tests the agency was running, including a sustained campaign by Anthropic’s Claude Mythos 5 against two working open-source software developers who had no connection to…