Theorem wants to stop AI-written bugs before they ship — and just raised $6M to do it
As artificial intelligence reshapes software development, a small startup is betting that the industry’s next big bottleneck won’t be writing code — it will be trusting it. Theorem, a San Francisco-based company that emerged from Y Combinator’s Spring 2025 batch, announced Tuesday it has raised $6 million in seed funding to build automated tools that […]
The AI visualization tech stack: From 2D to holograms
Presented by Avalon Holographics The pace of AI continues to be staggering. From simple pattern recognition systems to large language models (LLMs), and now as we move into the physical AI reality, the power of these systems continues to improve our lives. But humans always need to be in the loop. We need to see […]
The era of agentic AI demands a data constitution, not better prompts
The industry consensus is that 2026 will be the year of “agentic AI.” We are rapidly moving past chatbots that simply summarize text. We are entering the era of autonomous agents that execute tasks. We expect them to book flights, diagnose system outages, manage cloud infrastructure and personalize media streams in real-time. As a technology […]
Conversational AI doesn’t understand users — ‘Intent First’ architecture does
The modern customer has just one need that matters: Getting the thing they want when they want it. The old standard RAG model embed+retrieve+LLM misunderstands intent, overloads context and misses freshness, repeatedly sending customers down the wrong paths. Instead, intent-first architecture uses a lightweight language model to parse the query for intent and context, before […]
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 […]