Enterprise AI is entering an evaluation gap: Agents are gaining autonomy faster than companies can verify them
Enterprise AI teams are giving agents more freedom at the same moment their confidence in automated testing is collapsing. Half of enterprises have deployed an AI agent or LLM feature that passed internal evaluations and yet still caused a customer-facing failure — one in four more than once — according to the June 2026 VB […]
Google’s TabFM skips per-dataset training and still predicts on tables it’s never seen
The vast majority of business data is tabular — living in data warehouses, CRMs, and financial ledgers — yet building a reliable model from it still means training a new one from scratch for every dataset, then maintaining hyperparameter tuning loops, feature engineering, and retraining pipelines to fight data drift. Google Research is proposing a […]
Shared API keys expose AI agents at 69% of enterprises, new VentureBeat research finds
Share one API key across five AI agents, and a single compromised agent inherits the reach of all five. The attacker immediately benefits from the accumulated permissions of every workflow that the key touches. The forensic trail goes cold at the credential level because five agents on one account leave no record of which agent […]
Enterprises using multiple AI models are underestimating failure rates by 2.25x
A team routing queries across a coding specialist, a logic specialist, and a generalist model assumes each will cover the others’ blind spots. A new study evaluating 67 frontier models from 21 providers shows that assumption is mathematically flawed — and the flaw has a name: the co-failure ceiling. The assumption works like this: as […]
The enterprise AI challenge nobody solves with code generation alone
Presented by SAP Generating code with AI is fast, but getting that code to run reliably inside a large enterprise, integrated with live systems, governed for compliance, and maintainable over years requires foundational work that most organizations underestimate. While 81% of all organizations have a detailed strategy, only 12–16% reach AI‑driven execution, says SAP’s Michael […]
One interface isn’t enough for enterprise AI
Presented by Oracle NetSuite Every major technology transition produces a set of assumptions about where the market is headed. The assumptions are often directionally correct, but they tend to underestimate the degree to which organizations adapt new technologies to their own circumstances. AI is following a similar trajectory. Many current discussions about enterprise AI assume […]
SpaceX’s Grok 4.5 launches at half the price of rivals — here’s why that could rattle Anthropic and OpenAI
Elon Musk’s SpaceX released Grok 4.5 on Wednesday, the first artificial intelligence model the company has trained specifically for coding and autonomous agents — and the first tangible product of its $60 billion acquisition of the AI coding startup Cursor, completed just weeks ago. The launch marks a pivotal test of the sprawling, vertically integrated […]
OpenAI launches GPT-Live, a full-duplex voice upgrade that lets ChatGPT talk more like a person
OpenAI on Wednesday launched GPT-Live, a pair of new voice models that fundamentally redesign how people talk to ChatGPT — replacing the company’s existing Advanced Voice Mode with an architecture that can listen and speak simultaneously, much like an actual human conversation. The two models, GPT-Live-1 and GPT-Live-1 mini, are rolling out globally starting today […]
The real cost, security, and culture problems behind enterprise AI agents
Presented by Red Hat At VentureBeat’s recent AI Impact event, where the discussion centered on what separates enterprises that scale agentic AI from those that stall in pilot mode, Brian Gracely, senior director of portfolio strategy at Red Hat, detailed what companies actually run into once agents reach production. He dove into cost discipline, the […]
Box survey: Why enterprise AI leaders are outperforming their peers
Presented by Box Content access, governance, and platform flexibility are emerging as the dividing lines between AI leaders and laggards, according to the new State of AI in the enterprise report from Box, which surveyed 1,640 IT decision makers across the US, UK, France, and Japan. One of the report’s major findings is the speed […]