Why the next platform war is not SaaS vs services. It is orchestration vs accountability. OpenAI’s Frontier launch matters for a reason many will miss on first read. It is not an AI feature. It is an attempt to make agentic work governable inside real enterprises. That distinction changes everything. We have had two years […]
Most people are having the wrong argument about AI. They’re arguing about prompts, which model is “best,” whether voice is faster than typing, and whether agents are real yet. That’s like arguing about keyboard shortcuts when the actual shift is that you now have a new kind of capacity on tap: draft, analyze, critique, plan, […]
AI has made execution faster, cheaper, and easier. Draft the strategy. Summarize the market. Produce the first version of a plan. Generate code, messaging, customer responses. In minutes. Sometimes in seconds. That reality triggers an uncomfortable question in every organization right now: If so much work can be automated, does leadership still matter? It does—more […]
Why Traditional Software Delivery Assumptions No Longer Hold For decades, engineering teams have operated under a reliable assumption: if software works today, it’ll work tomorrow. Agile frameworks encoded that confidence into a “Definition of Done” (DoD)—a checklist that signaled when an increment was shippable: tests are green, security checks pass, documentation is complete, and deployment […]
AI Didn’t Replace the Data Ingestion PM — It Changed What “Good” Means When people talk about AI reshaping technology roles, the conversation usually centers on automation, copilots, or generative assistants rewriting how work gets done. But in foundational engineering domains like data ingestion, the transformation has been far less dramatic—and far more meaningful. AI […]
Why “LLM-as-a-Judge” is essential, risky—and how to use it right When teams demo AI agents, the storyline is familiar: a clean prompt, a neat answer, and confident nods across the room. But real-world agents aren’t tested in sanitized conditions. They face messy, ambiguous requests, incomplete context, policy constraints, and systems that don’t always behave as […]
In enterprise technology, the headlines are rarely the real story. The real story is what changes when the ecosystem moves. Microsoft donating DocumentDB to the Linux Foundation isn’t just about adding another MongoDB alternative to the market. It’s a signal that the industry is finally pushing toward something NoSQL has historically lacked: a vendor-neutral standard […]
Introduction: Why Cloud Is at an Inflection Point Now For a decade, cloud strategy was a migration story: move workloads, modernize the stack, and assume elasticity would smooth out demand. That framing is running out of road. Not because cloud is any less strategic—but because the constraints have become explicit, measurable, and unavoidable. Cloud is […]
In three decades of watching technology waves come and go, one pattern has stayed constant. We rename the stack every few years—data warehouses, lakes, lakehouses, self-service BI, GenAI, AI agents. But at the decisive moment, the question in the room is still very human: Do we trust this data enough to bet the business on […]
New rule addresses concerns over investor access to timely and consistent information related to cybersecurity as a result of the widespread use of digital technologies and artificial intelligence, the shift to hybrid work environments, the rise in the use of crypto assets, and the increase in illicit profits from ransomware and stolen data, all of […]