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 them collaborating.For developers and product builders, the most critical takeaway from Zou’s presentation is how these massive systems are orchestrated. His team's research offers a practical blueprint for connecting legacy databases to AI orchestration layers and designing environments that enable thousands of agents to collaborate.Emulating the organization — the virtual biotechZou’s project began as a "Virtual Lab" c [...]
AI agents are now embedded in real enterprise workflows, and they're still failing roughly one in three attempts on structured benchmarks. That gap between capability and reliability is the defin [...]
Merck is using AI agents to cut drug discovery cycles by a third and ship compliant marketing materials up to 80% faster — but VP of Digital Platforms Sean Finnerty says the only reason it's wo [...]
Enterprise AI has a new infrastructure problem: companies are accumulating agents faster than they are developing systems to govern them.Gartner estimates that the average global Fortune 500 company w [...]
Across 116 enterprises, agents are in production and so are the incidents: A majority have already had a confirmed agent security event or a near-miss. Two-thirds of enterprises enforce scoped permiss [...]
Artificial intelligence agents powered by the world's most advanced language models routinely fail to complete even straightforward professional tasks on their own, according to groundbreaking re [...]
Adding an AI agent to Slack sounds appealing to many enterprises — but, as VentureBeat has experienced ourselves first hand — the reality is often far more complex and clunkier than it first seems [...]
Drug discovery is notoriously inefficient. Pharmaceutical projects span years, moving from one specialized human team to the next through disconnected workflows that result in knowledge loss during ea [...]
Across 107 enterprises, AI agents are being given real access to systems and data while the controls meant to contain them lag behind. More than half have already had a confirmed agent security incide [...]