Shadow mode, drift alerts and audit logs: Inside the modern audit loop
Traditional software governance often uses static compliance checklists, quarterly audits and after-the-fact reviews. But this method can’t keep up with AI systems that change in real time. A machine learning (ML) model might retrain or drift between quarterly operational syncs. This means that, by the time an issue is discovered, hundreds of bad decisions could […]
Runlayer is now offering secure OpenClaw agentic capabilities for large enterprises
OpenClaw, the open source AI agent that excels at autonomous tasks on computers and which users can communicate with through popular messaging apps, has undoubtedly become a phenomena since its launch in November 2025, and especially in the last few months. Lured by the promise of greater business automation, solopreneurs and employees of large enterprises […]
Microsoft Copilot ignored sensitivity labels twice in eight months — and no DLP stack caught either one
For four weeks starting January 21, Microsoft’s Copilot read and summarized confidential emails despite every sensitivity label and DLP policy telling it not to. The enforcement points broke inside Microsoft’s own pipeline, and no security tool in the stack flagged it. Among the affected organizations was the U.K.’s National Health Service, which logged it as […]
Google Gemini 3.1 Pro first impressions: a ‘Deep Think Mini’ with adjustable reasoning on demand
For the past three months, Google’s Gemini 3 Pro has held its ground as one of the most capable frontier models available. But in the fast-moving world of AI, three months is a lifetime — and competitors have not been standing still. Earlier today, Google released Gemini 3.1 Pro, an update that brings a key […]
How attackers hit 700 organizations through CX platforms your SOC already approved
CX platforms process billions of unstructured interactions a year: Survey forms, review sites, social feeds, call center transcripts, all flowing into AI engines that trigger automated workflows touching payroll, CRM, and payment systems. No tool in a security operation center leader’s stack inspects what a CX platform’s AI engine is ingesting, and attackers figured this […]
Google launches Gemini 3.1 Pro, retaking AI crown with 2X+ reasoning performance boost
Late last year, Google briefly took the crown for most powerful AI model in the world with the launch of Gemini 3 Pro — only to be surpassed within weeks by OpenAI and Anthropic releasing new models, s is common in the fiercely competitive AI race. Now Google is back to retake the throne with […]
The ‘last-mile’ data problem is stalling enterprise agentic AI — ‘golden pipelines’ aim to fix it
Traditional ETL tools like dbt or Fivetran prepare data for reporting: structured analytics and dashboards with stable schemas. AI applications need something different: preparing messy, evolving operational data for model inference in real-time. Empromptu calls this distinction “inference integrity” versus “reporting integrity.” Instead of treating data preparation as a separate discipline, golden pipelines integrate normalization […]
New agent framework matches human-engineered AI systems — and adds zero inference cost to deploy
Agents built on top of today’s models often break with simple changes — a new library, a workflow modification — and require a human engineer to fix it. That’s one of the most persistent challenges in deploying AI for the enterprise: creating agents that can adapt to dynamic environments without constant hand-holding. While today’s models […]
Alibaba’s Qwen 3.5 397B-A17 beats its larger trillion-parameter model — at a fraction of the cost
Alibaba dropped Qwen3.5 earlier this week, timed to coincide with the Lunar New Year, and the headline numbers alone are enough to make enterprise AI buyers stop and pay attention. The new flagship open-weight model — Qwen3.5-397B-A17B — packs 397 billion total parameters but activates only 17 billion per token. It is claiming benchmark wins […]
Rapidata emerges to shorten AI model development cycles from months to days with near real-time RLHF
Despite growing chatter about a future when much human work is automated by AI, one of the ironies of this current tech boom is how stubbornly reliant on human beings it remains, specifically the process of training AI models using reinforcement learning from human feedback (RLHF). At its simplest, RLHF is a tutoring system: after […]