Autonomous security agents need complete data. Here’s how to check if yours is ready.

An endpoint agent cannot report its own absence. The 2026 Axonius Actionability Report, conducted with the Ponemon Institute and surveying 662 IT and security professionals, put a number on a gap SOC teams have worked around for years. Across the Axonius customer base, 12.7% of devices in a 298,000-device median inventory are missing their expected […]

Most companies think they’re building a software factory. They’re actually just shipping bugs faster.

Industrialized factories changed how the world produced physical goods: more output, lower costs, faster than anything that came before. Now a similar shift is happening with software.  LLMs have lowered the barrier to writing code, increased individual output, and pushed organizations to think about software development as a production system. The standard software development lifecycle […]

Xiaomi’s HarnessX rewrites its own AI scaffolding mid-task — and smaller models gain the most

As enterprise AI agents take on increasingly complex, long-horizon tasks, their performance is often restricted by their harness, the software scaffolding that connects the backbone LLM to its environment.  Currently, harnesses are largely static and hand-crafted. Improving them is largely manual and they do not automatically improve based on the execution data they collect from […]

Your enterprise AI agents should automatically remember which model is right for which task. Mindstone built the capability with Rebel

AI agent orchestration platforms are popping up like weeds these days, but London-based AI transformation startup Mindstone’s Rebel might be among the most promising I’ve come across. That’s because the system, which officially launched this week, is a local-first, agentic AI operating system distributed under a “Fair Source” license, allowing teams of under 100 users […]

Mistral launches OCR 4, turning document extraction into a full enterprise AI play

Mistral AI on Tuesday released OCR 4, a document intelligence model that moves beyond raw text extraction to return structured representations of entire documents — complete with bounding boxes, block-type classification, and per-word confidence scores. The release marks Mistral’s fourth generation of optical character recognition technology in roughly 15 months and lands at a moment […]

Alibaba’s model never trained as an agent — and improved agent performance across seven benchmarks

Alibaba’s Qwen team released Qwen-AgentWorld on Tuesday — two models trained not to act inside agent environments, but to predict what those environments return. The release covers seven domains under a single architecture: MCP, Search, Terminal, Software Engineering, Android, Web, and OS. The release extends Alibaba’s recent push into autonomous agents. Qwen3.7-Max, released in May, […]

Intuit will show off how it rebuilt its AI infrastructure to support fast and complex tasks at VB Transform 2026

Customer expectations have shifted from simple, fast conversational interactions to complex agentic AI-powered tasks that legacy IT architectures simply can’t handle.  To address this, Intuit made the bold decision to overhaul its technical infrastructure for its business platform. The company moved away from its multi-agent setup, which prioritized broad capabilities, to a granular, skill-and-tool-based architecture […]