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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 AI production feedback into better agents appeared first on The New Stack.
Running applications in production means maintaining an “always-on” posture through disruptions. Infrastructure fails; dependencies slow down, and networks partition, not The post Amazon ECS now auto-repairs failing GPUs and instances. Here’s why it matters for SREs. appeared first on The New Stack.
The environment has thirty-four resources, including a VPC, subnets, an RDS instance, and a load balancer that hasn’t seen any The post Your AI agent just provisioned a resource. Who owns it? appeared first on The New Stack.
I measured what an AI agent actually holds when it authenticates as me. Authentication turned out to be a token The post The audit log says my name: what an agent inherits when you hand it your credentials appeared first on The New Stack.
Tabletop exercises answer one question: when something breaks, will the people responsible for fixing it do the right thing, in The post AI changed how you respond to incidents. Your tabletops haven’t caught up. appeared first on The New Stack.
Nowadays, most of us interact with frontier AI models in a structured way, even if we do not always think The post Building scalable, agent-friendly APIs for AI applications appeared first on The New Stack.
Three posts landed in September that I think engineering leaders should read together. Anthropic’s engineering team wrote that their continuous The post Agents have made CI the bottleneck. Faster pipelines are the wrong fix. appeared first on The New Stack.
Artificial intelligence has changed almost every aspect of software development and cybersecurity. But perhaps one of the most profound changes The post AI is speeding up exploits. Vulnerability spreadsheets can’t keep up. appeared first on The New Stack.
The Kubernetes ecosystem has a complexity problem, and most teams already know it. Standard Kubernetes (K8s) is extraordinarily powerful, but The post K3s vs. K8s: When lightweight Kubernetes distros win (and when they don’t) appeared first on The New Stack.
I used to joke that every new technology came as a three-course CISO dinner: hype for the appetizer, hope for The post Transform AI from a security blind spot into a roadmap appeared first on The New Stack.
Which team owns the service that depends on the vulnerable library? Which customers use that service, and what does each The post Use Graph RAG when relationships are part of the evidence appeared first on The New Stack.
In June, the Five Eyes intelligence alliance issued a rare joint statement. Frontier AI models, they warned, are “anticipated to The post In AI security, there’s no room for a defender’s mindset appeared first on The New Stack.
Six months ago I wrote about how to kill the code review, and I was wrong. I still think line-by-line The post Kill the code review theater, keep the review appeared first on The New Stack.
The Cyber Resilience Act (CRA) is often discussed as a policy or reporting challenge. But for organizations that build products The post CRA readiness starts in the codebase appeared first on The New Stack.
The objective of this article is to provide a strategy to catch resource ownership going stale the moment it happens, The post How to reassign resource ownership before someone’s last day appeared first on The New Stack.
Over its five-year history, P99 CONF has hosted quite a few speakers who’ve offered pointed takedowns of the namesake metric. The post Performance engineering from kernel analysis to AI: Adrian Cockcroft’s take appeared first on The New Stack.
AI is changing expectations around infrastructure and operations, including Kubernetes management. When models run close to the data they use, The post The rise of agentic AI on Kubernetes: unleashing the new infrastructure layer appeared first on The New Stack.
Every infrastructure team makes decisions that are difficult to reverse. Most of the time, that works out. Sometimes it does The post Avoiding vendor lock-in through an open-source approach: a developer’s perspective appeared first on The New Stack.
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