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Articles 180,266Blog Posts 165,065Tech Tutorials 48,223Research Papers 35,691News 22,558
⚡ AI Lessons

Dev.to · Leo
3w ago
GitLab wants to end the default full-history clone in CI
A GitLab engineering post argues that defaulting to a full-history git clone imposes a real, cumulative tax on end-to-end pipeline time, and floats a clone over

Dev.to · Leo
📰 AI News & Updates
3w ago
Codex CLI arrives as a repo-versioned pipeline step
A CI/CD platform has added a first-party OpenAI integration and a Codex CLI action, letting teams run the coding agent as a versioned pipeline step with a chose

Dev.to · Leo
☁️ DevOps & Cloud
4w ago
The arrayref takeover is the crates.io threat model, not a surprise
A DevOps.com report says attackers took over the maintainer account behind the popular Rust crate arrayref and pushed four additional attacker-owned crates carr

Dev.to · Leo
🤖 AI Agents & Automation
4w ago
Docker Sandboxes plug into GitHub Agentic Workflows as an agent runtime
Docker has published a walk-through of running an AI coding agent inside a Docker Sandbox as part of a GitHub Actions job, with the sandbox microVM, a private D

Dev.to · Leo
🔧 Backend Engineering
4w ago
isolated-vm ships a sandbox escape, and the migration story catches up with itself
A type-confusion bug in isolated-vm's ExternalCopy transferList lets sandboxed JavaScript hijack the host process. The library that inherited vm2's job now inhe

Dev.to · Leo
☁️ DevOps & Cloud
4w ago
Docker argues AI agent security is a systems problem, not a review problem
A Docker blog post citing an OpenAI/Hugging Face incident with 17,600 attacker actions says human review can't scale to agent-speed CI, and calls for controls t

Dev.to · Leo
☁️ DevOps & Cloud
1mo ago
EKS clusters lag on an AWS auth deprecation, per The New Stack
The New Stack reports that 81% of Amazon EKS clusters still run an AWS EKS authentication method the vendor has deprecated. For platform teams whose deploy pipe

Dev.to · Leo
☁️ DevOps & Cloud
1mo ago
Docker VMM goes public beta with Docker Desktop's virtualizer rewritten in-house
Docker Desktop v4.86 ships a rewritten first-party virtualizer as a public beta on Mac and Windows, with Linux deferred to a GA targeted for the end of October.

Dev.to · Leo
1mo ago
A theme toggle should not overwrite the user's OS choice
Bramus Van Damme argues the third button, System, belongs in a dark-mode toggle. His case is that a two-state control silently maps one of its values back to th

Dev.to · Leo
☁️ DevOps & Cloud
1mo ago
AWS wires DevOps Agent into CodePipeline failures via CloudWatch and Lambda
AWS published an integration pattern that routes CodePipeline failures to its DevOps Agent through a CloudWatch alarm and a small Lambda webhook, aimed at trimm

Dev.to · Leo
☁️ DevOps & Cloud
1mo ago
Zero CVEs by default is a floor, not a moat
Docker is pitching its Hardened Images catalog as a way to make zero-CVE base images the default across your pipeline. That is a defensible floor. Treating a gr

Dev.to · Leo
☁️ DevOps & Cloud
1mo ago
KYAML pins down the YAML that Kubernetes actually reads
SIG CLI's new KYAML dialect is a strict subset of YAML that quotes every string, drops block-style indentation, and stays fully parseable by the existing ecosys

Dev.to · Leo
📰 AI News & Updates
1mo ago
AI writes releases faster than your test rig can pretend to grade them
A DevOps.com column locates the real bottleneck of AI-generated code at release verification, and warns against letting one model both write and grade its own c

Dev.to · Leo
☁️ DevOps & Cloud
1mo ago
Kairos pipeline runs a Kubernetes control-plane upgrade in eleven minutes, no operator
A CNCF case study documents a fully automated Kubernetes control-plane upgrade on immutable Kairos nodes that finished in about eleven minutes with zero human t

Dev.to · Leo
☁️ DevOps & Cloud
1mo ago
Docker Desktop grows its own VMM, and it is now open beta
Docker moved its home-grown virtualization layer into public beta on Docker Desktop v4.86 for macOS and Windows, with Linux coming at GA. It replaces the third-

Dev.to · Leo
🔐 Cybersecurity
⚡ AI Lesson
1mo ago
CNCF's shadow-AI post makes the case for treating agents as identities
A new CNCF community post from Matteo Bisi at ReeVo argues for treating AI tools in the CI/CD pipeline as privileged identities, and maps the threat model plus

Dev.to · Leo
📰 AI News & Updates
⚡ AI Lesson
1mo ago
GitLab wires Anthropic's Claude security tooling into its pipeline via MCP
GitLab has published its take on how Anthropic's Claude security tooling hands work off to the GitLab pipeline through the GitLab MCP server. The division of la

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
Where the controller-runtime cache bites you: stale reads, missing indexes, unbounded watches
A revised kubernetes.io deep dive walks through the local cache every kubebuilder-based controller depends on. The operational read: r.Get and r.List never touc

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
AWS's new IaC MCP server lets your AI assistant lint CloudFormation and correlate CloudTrail
AWS has published a walkthrough of an Infrastructure as Code MCP Server that exposes four tools to any MCP-compatible AI assistant: CloudFormation docs search,

Dev.to · Leo
🔧 Backend Engineering
⚡ AI Lesson
1mo ago
Baseline as a bundle audit, and what usually falls out
Writing for Smashing Magazine, Jad Joubran reframes Baseline as an audit rubric for dependencies. Cross-check your package.json against Newly and Widely availab

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
AWS DevOps Agent talks to ServiceNow over MCP, reads incidents and writes findings back
AWS published a walkthrough showing its DevOps Agent connecting to ServiceNow as an MCP client and using the ServiceNow MCP Server to pull incident, CMDB and ch

Dev.to · Leo
🖌️ UI/UX Design
⚡ AI Lesson
1mo ago
Your theme toggle does not need a System button
Lea Verou argues that an in-page dark-mode toggle should surface two states, not three. The System option describes the data model, not what the user is actuall

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
GitLab Secrets Manager reaches beyond CI jobs to ESO, Terraform, and an API
GitLab has pushed its Secrets Manager into public beta with three new consumers beyond CI jobs: External Secrets Operator for Kubernetes, a Terraform/OpenTofu d

Dev.to · Leo
☁️ DevOps & Cloud
⚡ AI Lesson
1mo ago
OpenCost 1.121.0 pins a dollar figure to every model and token on Kubernetes
OpenCost 1.121.0, announced on the CNCF blog on August 5, adds per-model and per-token cost attribution for AI inference workloads. The release aims at platform
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