Enterprise AI agents are only as reliable as the messiest documents behind them

Enterprise AI has largely been built around context engineering. Teams connect enterprise systems, generate chunks and embeddings, build retrieval pipelines, and assemble the context needed by individual AI applications. While this approach works well for isolated assistants and copilots, it treats enterprise knowledge as application-specific context rather than a shared enterprise asset. As organizations deploy […]

Enterprises winning with AI agents are limiting how much the agents can do alone

For much of the past two years, the general belief in enterprise AI has been that more autonomy equals better performance. Build agents that can plan, decide, and act across multi-step workflows, and give them as much room to run as possible. That assumption is now being tested at scale, in real production environments — […]

One in five enterprises can’t stop a runaway AI agent’s spending in real time

Enterprise AI teams have stopped betting on a single orchestration platform. The median enterprise now runs three at once — not by accident, but because none of them fully trusts a single vendor to run the show, according to VB Pulse data. This is not just to avoid vendor lock-in and retain flexibility (although that’s […]

Nvidia finds that simple linear math can replace costly AI model handoffs

When an agentic AI system hands a task from a small model to a larger one — or back down again — it pays a steep tax: the receiving model has to recompute the entire conversation from scratch, driving up compute costs and latency. This is a major bottleneck for enterprises building long-horizon, multi-LLM workflows. […]

Slack wants to drag AI coding out of the terminal and into the group chat

Slack wants to drag AI coding out of the terminal and into the group chat. The Salesforce-owned messaging platform today announced Slack Code, a new product that embeds AI coding agents — including Anthropic’s Claude Code, Cognition’s Devin, GitHub Copilot, and Vercel’s agent — directly into dedicated Slack channels where entire teams can watch, steer, […]

Serval’s super agent Catalyst creates roving background agents to identify and fix IT issues before they’re ticketed

Serval is making Catalyst, its AI agent for building enterprise automations, generally available Thursday and enabling it by default for customers — allowing teams of AI agents to decide what should be automated and then build the automation itself. Catalyst sits above Serval’s AI-native service management platform as an admin-facing “super agent.” It can inspect […]