What it takes to become an AI company: Four lessons from the top
Every company is under pressure to become “an AI company.” Over the past several months, we’ve been undertaking that transformatio…
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Where do you look when Kubernetes is healthy but requests stall?
In cloud-native operations, few scenarios are as maddening as the “phantom slowdown.” This happens when Grafana or Kubernetes dashboards…
Why 88% of AI pilots never make it to production
A joint IDC and Lenovo study reports that 88% of AI proof-of-concept (POC) projects fail to reach production because of unclear The post Why 88…
How to turn AI production feedback into better agents
Your agent is live. The service is healthy. But are its answers getting better? By connecting production traces, curated data, The post How to turn…
Most AI incident tools still leave a key decision to humans
An AI SRE agent can help troubleshoot an incident. But can you trust it to decide on its own when The post Most AI incident tools still leave a key…
The API tax: Why AI agents stall without infrastructure context
Enterprises continue to face an autonomous cloud bottleneck that breaks autonomous operations and leads to failure. This architectural flaw leaves T…
AI changed how you respond to incidents. Your tabletops haven’t caught up.
Tabletop exercises answer one question: when something breaks, will the people responsible for fixing it do the right thing, in The post AI changed…
Kubernetes won the orchestration wars. Its teams are still fighting.
Kubernetes won the container orchestration wars. The CNCF reports that 82% of container users run Kubernetes in production. Despite its The post Kub…
Dynatrace’s $915M Arize deal bets AI agents are just another app to monitor
Dynatrace closed its $915 million acquisition of Arize on October 1, joining Arize’s tracing and evaluation of AI agents to The post Dynatrace…
Vulnerability alert fatigue nearly swamped WHOOP. But its fix still keeps a human in charge.
With often hundreds of thousands of alerts a day, many tech organizations are buried in vulnerabilities and worn down by The post Vulnerability aler…
Your agent is only as good as your infrastructure
You built a great agent, but something happened when it moved into production. In testing, your agent reviewed pull requests The post Your agent is…
Study: Developers are addicted to AI, and managers are making it worse
AI is addictive, and managers are rewarding those who use it the most (even though they are shipping stuff they The post Study: Developers are addic…
Agents operate, humans govern: Scale your operations and reduce toil with Azure SRE Agent
What if engineers could spend their time building and optimizing systems rather than maintaining them? It’s 3 a.m., and the The post Agents op…
Your AI coding spend bought 25% more output. Duplication rose 81%.
Since they arrived on the scene, a great swathe of the software industry has pinned its hopes on AI tools, The post Your AI coding spend bought 25%…
Red Hat AI 3.5 tackles the GPU queue that can stall AI pilots
Red Hat released Red Hat AI 3.5 this week, a move designed to let software engineering teams run AI with The post Red Hat AI 3.5 tackles the GPU que…
“AI factories are among the most complex systems ever built”: Nvidia and Palantir turn Nvidia’s supply chain into a proving ground for sovereign AI
Nvidia and Palantir announced on Thursday that they’re working together to bring “sovereign AI to critical supply chains,” kicking…
How much control should AI get? A CISO roundtable takes on SOC autonomy
Security operations centers have struggled with alerts for years, and AI agents offer a new way to tackle it: Enable The post How much control shoul…
DeepSeek is hiring 150 engineers, and none of them will touch a model
Hundreds of thousands of AI agent sandboxes can already run concurrently on a single DeepSeek cluster. Now the company is The post DeepSeek is hirin…
AI agents are creating more work, not less — and OpenAI’s own numbers back it up
OpenAI says it hit a goal it set last fall, stating researchers are now using what the company calls an The post AI agents are creating more work, n…
The systems guide to production token optimization
When enterprise AI applications scale, they inevitably hit a wall. For many engineering teams this wall is initially diagnosed as The post The syste…
Your organization prioritized AI adoption, but you actually need AI fluency.
Thanks to increasingly capable models, some parts of your business are getting faster, more capable, and more productive every month. The post Your…
OpenAI wants to charge only when AI gets it right — here’s the catch
AI companies have always charged customers for the tokens they use, whether the model gives them exactly what they need The post OpenAI wants to cha…
The 3 roles AI agents play in your developer platform
Engineering organizations are trying to deliver as fast as technology allows, bringing agentic AI into their developer platforms and working The pos…
Observability has a data problem. AI is about to make it worse.
Observability is entering a new phase now that OpenTelemetry has standardized instrumentation for data collection. Unfortunately, the observability…
Tokenmaxxing is out. How to minimize AI spend without sacrificing security capability.
Security teams are discovering that the most capable AI models cost too much to run on routine, high-volume work, and The post Tokenmaxxing is out.…
Why real-time AI at scale is so hard
Real-time AI at scale is harder than it looks. Pipelines that hum along in development routinely hit problems in production. The post Why real-time…
Google’s AI coding agent just escaped its own IDE
When Google launched Antigravity in November 2025, it was on the premise that developers could hand an entire coding task The post Google’s AI…
Claude can now delete your production voice agent from a chat window
Developers can now ask Claude to inspect a production voice agent, revise its system prompt, change the voice entirely, or The post Claude can now d…
Meta stopped worrying about distillation and just shipped the pipeline
Meta released Muse Glimmer on Monday, a 30-billion-parameter open-weight model distilled from Muse Spark and licensed under Apache 2.0. The The post…
The “AI kill switch” assumes you know what you are trying to shut down
“AI kill switch” entered the public conversation because it gives people a simple way to talk about a complex fear.  The post The “…