The agentic AI transition is underway

November 2022 was a big milestone for AI when ChatGPT was released. But in terms of enterprise transformation, November 2024, when Anthropic released MCP as an open standard, was maybe an even bigger transition point. MCP ushered in a new age. Before, AI was primarily used to answer questions, but with MCP, AI models could…

When does a system become legacy?

A couple of years ago, I did some work with a client’s legacy system. But this wasn’t an ancient relic written in COBOL or Assembler; it was a relatively new C++ application. Let’s call it “App1.” So, when did App1 become “legacy?” When did my client’s relationship with it sour? A stale relationship? The UK…

How Roche drives AI outcomes in a changing world

AI forces organizations to make consequential decisions during uncertainty. Roche chief digital and technology officer Wafaa Mamilli says this is the new leadership imperative. She believes success depends not on certainty but building the right foundations: trusted data, governance that enables speed, upskilling the employee base, and focusing on outcomes. At Roche, that approach drives…

European cloud watchdog slams Broadcom over VMware licensing practices, issues warnings about SAP

Broadcom isn’t playing nicely in the European market, according to a new report by the independent monitoring body European Cloud Competition Observatory (ECCO), which rates Broadcom’s status as “critical” in its most recent analysis of cloud competition in Europe. The company’s conduct has “deteriorated markedly” since October 2025 due to what ECCO calls “continued and…

Cockroach Labs bets on database pooling to cut cost of AI-era workloads

Cockroach Labs, the company behind distributed SQL database CockroachDB, is betting that the rise of agentic applications will make traditional database provisioning, where systems are sized for peak demand, increasingly difficult to justify as agents create highly concurrent, unpredictable and often short-lived database workloads that can leave provisioned compute idle between bursts. Its solution to…