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Articles 137,177Blog Posts 141,223Tech Tutorials 35,577Research Papers 26,956News 19,267
⚡ AI Lessons

Dev.to · Leo
1d ago
Linkerd federation keeps the app running when a whole Kubernetes cluster dies
A CNCF walk-through by Dominik Táskai wires three GKE clusters into a full-mesh Linkerd multicluster and kills one. The nine-pod frontend rebalances across the

Dev.to · Leo
1d ago
PyPI stops accepting late file uploads to releases older than 14 days
PyPI will no longer accept new files uploaded to a release once that release is more than 14 days old, closing a stealth path a compromised publishing token cou

Dev.to · Leo
⚡ AI Lesson
2d ago
Connect Two WebRTC Peers with Manual Signaling
WebRTC does not define how two peers exchange connection details. Normally that job belongs to a...

Dev.to · Leo
2d ago
Signadot's Kafka routing-key trick: one broker, many parallel tests
The New Stack details how Signadot extends its ephemeral-environments pattern into Kafka. A routing key rides each message, producers stamp it, consumers filter

Dev.to · Leo
3d ago
Google's pitch: put Agent Substrate on top of GKE Agent Sandbox, and call it the AI-agent runtime
Two months after GKE Agent Sandbox went GA in May 2026, Google introduced a follow-up called Agent Substrate in the same post. The New Stack's read is that Goog

Dev.to · Leo
⚡ AI Lesson
3d ago
Your Build Target Is Not an API Contract: Enforcing Baseline with TypeScript
Vite 7 and later use Baseline Widely Available as the default production build target. Now put this...

Dev.to · Leo
4d ago
Confidential Containers hits CNCF incubation, and every pipeline is on notice
The CNCF Technical Oversight Committee voted Confidential Containers into incubation on July 22, moving TEE-backed pods one step closer to being a normal part o

Dev.to · Leo
4d ago
Four hyperscaler agent sandboxes, four different isolation primitives
A New Stack survey argues AWS, Google Cloud, Microsoft Azure and Cloudflare have each shipped an agent-sandbox service, built on four different isolation founda

Dev.to · Leo
4d ago
Auditors, OIDC and the trust policy most teams get wrong
A DevOps.com walkthrough by Artur Yolchyan lays out a SOC 2-shaped CI/CD pipeline on GitHub Actions and AWS: multi-account isolation, OIDC federation locked to

Dev.to · Leo
5d ago
The 60% idle GPU that turned out to be a network policy
A CNCF write-up walks through a distributed Kubeflow training job whose GPUs sat around 60% idle while every pod reported healthy. The failure lived one layer d

Dev.to · Leo
💻 AI-Assisted Coding
⚡ AI Lesson
6d ago
Pillar research says the AI coding agent sandbox leaks through trusted files
Pillar Security researchers demonstrated multiple sandbox-bypass techniques against AI coding agents, plus prompt-injection attacks hidden in READMEs, code comm

Dev.to · Leo
🛡️ AI Safety & Ethics
⚡ AI Lesson
1w ago
Time-to-exploit went negative. Mandiant maps where AI helps the vulnerability queue, and where it fails silently.
Google Cloud's Mandiant team pins mean time-to-exploit at negative seven days and publishes a blueprint for aiming large language models at the vulnerability pi

Dev.to · Leo
🤖 AI Agents & Automation
⚡ AI Lesson
1w ago
xAI publishes Grok Build's source after the coding agent was caught siphoning SSH keys
Three days after a researcher demonstrated the Grok Build CLI silently uploading SSH keys and repository contents to xAI's cloud, xAI dropped the agent's full s

Dev.to · Leo
1w ago
GPUs keep falling off the PCIe bus, and standard node health does not notice
AWS engineers write up what running Kubernetes at Amazon EKS scale taught them about GPU node failure, and why the default node health model has nothing to say

Dev.to · Leo
1w ago
OpenAI ships GPT-Red to automate prompt-injection testing against AI agents
OpenAI has released GPT-Red, a tool that automates prompt-injection testing against AI agents, per The New Stack. The framing is straightforward: once agents ta

Dev.to · Leo
1w ago
GitLab Duo Security Review Flow goes after the logic bugs SAST leaves on the floor
GitLab moved Security Review Flow into public beta on the Duo Agent Platform. You add it to a merge request like a human reviewer, and it focuses on authorizati

Dev.to · Leo
1w ago
Vault Kubernetes KMS enters public beta, aiming at the etcd key sprawl
HashiCorp put a Kubernetes KMS v2 plugin for Vault Enterprise into public beta, letting the API server encrypt etcd through the same Vault install that already

Dev.to · Leo
2w ago
AWS teaches its DevOps Agent to open the pull request too
An AWS DevOps Blog walk-through chains the AWS DevOps Agent with the Kiro CLI so incident findings become a pull request instead of a Slack thread. The pipeline

Dev.to · Leo
2w ago
Autofix that reads more than one file: GitHub previews agentic code scanning fixes
GitHub's agentic autofix for code scanning alerts is in public preview, expanding remediation from the alert location out to the files around it. For CI/CD team

Dev.to · Leo
2w ago
k8s-aibom writes down the AI your cluster is already running
Google Cloud open-sourced k8s-aibom, an unprivileged Kubernetes controller that watches the cluster API for inference runtimes and agent frameworks and emits OW

Dev.to · Leo
2w ago
The five-minute SBOM sniff test earns its keep
A quick, deliberate look at the bill of materials for a hardened image catches supply-chain trouble a CVE scanner will never flag. Bolt it into the pipeline, no

Dev.to · Leo
2w ago
AWS puts gray zone failures into the EKS control loop
The New Stack details how AWS treats non-obvious availability zone degradation as its own category on EKS, with zonal shift moving traffic away from an impaired

Dev.to · Leo
2w ago
After the ingress-NGINX retirement, what your migration plan owes production
The Kubernetes SIG Network retired ingress-nginx in March 2026, leaving clusters still on it exposed to unpatched CVEs and stalled feature work. A CNCF post lay

Dev.to · Leo
2w ago
GhostApproval: six AI coding agents shipped a permission dialog that was reading the wrong path
Researchers at Google-owned Wiz disclosed GhostApproval, a class of flaw across six AI coding tools in which symbolic links redirect the agent's file writes whi
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