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Presented by Insight Enterprises Organizations today are trapped in proof-of-concept purgatory because yesterday’s models don’t work for today’s AI challenges. Everyone’s racing to prove what AI could do. But the real winners are those who have realized that AI deployment is not a technology project — it is a core operational capability. Success depends on …

Why enterprise AI pilots fail — and how to move to scaled execution Read More »

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 …

The era of agentic AI demands a data constitution, not better prompts Read More »

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 …

Conversational AI doesn’t understand users — ‘Intent First’ architecture does Read More »

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 …

Claude Cowork turns Claude from a chat tool into shared AI infrastructure Read More »

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 …

How OpenAI is scaling the PostgreSQL database to 800 million users Read More »

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 …

Researchers broke every AI defense they tested. Here are 7 questions to ask vendors. Read More »

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, …

Everything in voice AI just changed: how enterprise AI builders can benefit Read More »

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 …

MemRL outperforms RAG on complex agent benchmarks without fine-tuning Read More »

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 …

Railway secures $100 million to challenge AWS with AI-native cloud infrastructure Read More »

Presented by Salesforce In 2025, Salesforce conducted a series of C-suite research studies to capture if and how top decision-makers are building an agentic AI strategy. While the research shows positive signals like agent adoption is expected to surge 327% over the next two years, the dominant one is clear: leaders may be racing to …

Salesforce Research: Across the C-suite, trust is the key to scaling agentic AI Read More »