Hugging Face counts 28,531 community GGUF conversions of Qwen models and 54 from Qwen itself. The file that runs is rarely the one the lab tested or signed.
Dynatrace already shipped LLM-as-a-judge evaluation. Its $915 million Arize deal buys something else, a position with AI engineers before an app reaches production.
Cyberattacks are sobering reminders of vulnerabilities common in industrial automation, but there are steps the affected organizations can take to secure their systems.
Pricing for enterprise agentic AI continues to be too complex, but the author has ideas about likely forthcoming improvements — and what enterprises should do now.
In AI deployments, the largest enterprises are interested in protecting their proprietary data and favoring open AI models with proprietary software customization.
Arcade.dev has acquired Smithery, the MCP registry developers default to. The deal signals discovery and governance of agent tools consolidating into one procured layer.
OpenAI’s decision to slow work on Astra over cybersecurity concerns signals a new era of AI hacking, where autonomous systems could discover vulnerabilities, exploit targets and fundamentally change the economics of cyberattacks.
As important as sovereignty is in certain cases, enterprises too often opt for sovereignty overkill rather than accurately evaluating risks and costs.
A year after the author first assayed the issue, pricing for enterprise agentic AI continues to be a challenge — something the agentic vendors themselves acknowledge.
AWS open-sourced Kiro Crew under Apache 2.0 but kept the agent harness proprietary. Deepak Singh explains the strategy, and what enterprises still cannot inspect.