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…
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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…
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…
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…
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…
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…
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 blank-check AI coding era is dead. Here’s what comes next.
Microsoft spent the first phase of the AI coding boom pushing its engineers to use the tools. Now it wants The post The blank-check AI coding era is…
Claude, Gemini, and GPT-5 can handle every SDLC task. Almost none of them should.
For the past two years, most of the conversations about AI and software development have centered on security: How do The post Claude, Gemini, and G…
Why your company should (try to) build its own AI SRE
Companies ship more code today than ever, thanks to agentic coding tools. For product teams, this accelerated pace of development The post Why your…
OpenAI fixed GPT-5.6 Sol’s most frustrating flaw: Burning limits while it waits
OpenAI introduced GPT-5.6 Sol earlier this month as a model built for more demanding coding tasks. But it didn’t take The post OpenAI fixed GP…
5 ways SRE AI agents are set to augment human capabilities
In digital operations management, AI agents give organizations a competitive edge by reducing incident volume and accelerating recovery. The potenti…
Test data wait times are slowing AI adoption more than code ever did
We removed friction from code delivery and exposed a bigger one: test data delays. For years, the software delivery conversation The post Test data…
Agents keep changing their answers. Harness just built delivery pipelines that don’t care.
Software delivery lifecycle company (SDLC) Harness wants to put agents through the same pipelines and controls that all application code The post Ag…
What makes CIOs trust an AI agent? Thira bets it’s not the model.
Sunny Gupta spent a decade and a half building Apptio into the system of record for enterprise technology spend. His The post What makes CIOs trust…
What an ex-NSA red teamer wants every SOC to stop doing
Security teams have spent years trying to see more. More endpoints, more cloud services, more identities, more telemetry. For the The post What an e…
APIs aren’t dead. Here’s where MCP fits alongside them.
The allure of emerging technology is undeniable, but adopting it rarely means completely ripping out what already works. Instead, new The post APIs…
Enterprise AI benchmarks are broken
Every enterprise software vendor claims its AI agent is production-ready, but how to measure it remains up in the air. The The post Enterprise…
OpenAI’s own safety card says GPT-5.6 has a lying problem
OpenAI’s confirmation late Tuesday that GPT-5.6 Sol, Terra, and Luna will launch publicly on Thursday closes one of the more The post OpenAI&#…
Most enterprises will hand root cause analysis to AI agents within two years
For decades, software engineers have been the eyes and ears of enterprises, combing through voluminous logs, observability tools, consoles, browser…
“You Only Compute Once”: How Clockwork wants to put an end to AI training restarts
On a large enough GPU cluster, something is always breaking. That’s just a fact of life. The standard fix is The post “You Only Compute…
Will it Mythos? One coder’s verdict on Anthropic’s blend of debugging
Anthropic’s rollercoaster ride with Claude Fable 5 and Mythos 5 has left various deposits of fallout this year, but the The post Will it Mytho…
Developers are now validating code they didn’t write — and may not understand
With an eye on the huge downstream pressure that AI code tools are putting on software engineering teams, GitLab released The post Developers are no…