How OpenAI is scaling the PostgreSQL database to 800 million users
While vector databases still have many valid use cases, organizations including OpenAI are leaning on PostgreSQL to get things done. In a blog post on Thursday, OpenAI disclosed how it is using the open-source PostgreSQL database. OpenAI runs ChatGPT and its API platform for 800 million users on a single-primary PostgreSQL instance — not a […]
Researchers broke every AI defense they tested. Here are 7 questions to ask vendors.
Security teams are buying AI defenses that don’t work. Researchers from OpenAI, Anthropic, and Google DeepMind published findings in October 2025 that should stop every CISO mid-procurement. Their paper, “The Attacker Moves Second: Stronger Adaptive Attacks Bypass Defenses Against Llm Jailbreaks and Prompt Injections,” tested 12 published AI defenses, with most claiming near-zero attack success […]
Claude Cowork turns Claude from a chat tool into shared AI infrastructure
Claude Cowork is now available to more Claude users, alongside new updates aimed at team workflows. Anthropic made Claude Cowork accessible to users on Team and Enterprise plans, and it brings the platform closer to being a collaborative AI infrastructure. For enterprise teams, the change matters less as a feature update than as a shift in […]
Everything in voice AI just changed: how enterprise AI builders can benefit
Despite lots of hype, “voice AI” has so far largely been a euphemism for a request-response loop. You speak, a cloud server transcribes your words, a language model thinks, and a robotic voice reads the text back. Functional, but not really conversational. That all changed in the past week with a rapid succession of powerful, […]
MemRL outperforms RAG on complex agent benchmarks without fine-tuning
A new technique developed by researchers at Shanghai Jiao Tong University and other institutions enables large language model agents to learn new skills without the need for expensive fine-tuning. The researchers propose MemRL, a framework that gives agents the ability to develop episodic memory, the capacity to retrieve past experiences to create solutions for unseen […]
ServiceNow positions itself as the control layer for enterprise AI execution
ServiceNow announced a multi-year partnership with OpenAI to bring GPT-5.2 into its AI Control Tower and Xanadu platform, reinforcing ServiceNow’s strategy to focus on enterprise workflows, guardrails, and orchestration rather than building frontier models itself. For enterprise buyers, the deal underscores a broader shift: general-purpose models are becoming interchangeable, while the platforms that control how […]
Railway secures $100 million to challenge AWS with AI-native cloud infrastructure
Railway, a San Francisco-based cloud platform that has quietly amassed two million developers without spending a dollar on marketing, announced Thursday that it raised $100 million in a Series B funding round, as surging demand for artificial intelligence applications exposes the limitations of legacy cloud infrastructure. TQ Ventures led the round, with participation from FPV […]
Why LinkedIn says prompting was a non-starter — and small models was the breakthrough
LinkedIn is a leader in AI recommender systems, having developed them over the last 15-plus years. But getting to a next-gen recommendation stack for the job-seekers of tomorrow required a whole new technique. The company had to look beyond off-the-shelf models to achieve next-level accuracy, latency, and efficiency. “There was just no way we were gonna […]
CFOs are now getting their own ‘vibe coding’ moment thanks to Datarails
For the modern CFO, the hardest part of the job often isn’t the math—it’s the storytelling. After the books are closed and the variances calculated, finance teams spend days, sometimes weeks, manually copy-pasting charts into PowerPoint slides to explain why the numbers moved. Today, 11-year-old Israeli fintech company Datarails announced a set of new generative […]
TrueFoundry launches TrueFailover to automatically reroute enterprise AI traffic during model outages
When OpenAI went down in December, one of TrueFoundry’s customers faced a crisis that had nothing to do with chatbots or content generation. The company uses large language models to help refill prescriptions. Every second of downtime meant thousands of dollars in lost revenue — and patients who could not access their medications on time. […]