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The latest News and Information on DevOps, CI/CD, Automation and related technologies.

Separate Application Latency From Network Failure With Hubble

Aug 13, 2026 By Matt LeRay In Speedscale

The request timed out after five seconds. The application said context deadline exceeded. The dependency was healthy, its dashboards were green, and its own latency histogram showed nothing above 30 milliseconds.

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Automated infrastructure doesn't have to be boring

Aug 13, 2026 By Megaport In Megaport

Yes we’re an automated infrastructure company, and yes, we make cool movies about it.

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Optimizing Kubernetes pod deployments for reliability with topology spread constraints

Aug 13, 2026 By Andre Newman In Gremlin

If you’re like many Kubernetes users, you don’t pay much attention to where or how Kubernetes distributes your pods. As long as they’re running, it doesn’t matter where they get deployed, right? Surely Kubernetes will use some complex algorithm to figure out the most reliable way to distribute your pods across the cluster…right? Pod distribution plays a much bigger role in reliability than you might think.

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Shared context for AI coding agents beats better tooling

Aug 13, 2026 By Upsun In Upsun

The instinct when adopting AI coding agents is to optimize the agent. Compare models, tune prompts, argue about which editor has the better completion, and treat the agent as the thing that determines how fast the team moves. Then the commits go up and the product does not. The team building Upsun Dispatch took a different route, and the result is worth copying. They did not find a better agent.

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AI Incident Response: Edwin AI in Slack Finds Root Cause Fast

Aug 13, 2026 By LogicMonitor, Inc. In LogicMonitor

AI incident response just got faster. Watch how LogicMonitor Edwin AI brings investigation, root cause analysis, and action directly into Slack for ITOps, SRE, DevOps, NOC, and incident response teams. When an incident hits, responders juggle monitoring tools, ITSM systems, dashboards, and documentation to find what they need. Edwin AI brings that context into Slack, so your team can investigate, decide, and act in one place.

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GitLens 19: The Commit Graph Reimagined for Parallel Development

Aug 13, 2026 By Melese M In GitKraken

Visualize branches and commits, manage parallel work and agents, and run your entire Git workflow from one view. AI changed how code gets written. It also changed what developers spend their time doing. Today, developers are reviewing AI-generated changes, coordinating parallel work across branches and worktrees, cleaning up commit history, resolving conflicts, and getting everything ready to merge.

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How a Request in Slack Turns Into a GitKraken Feature

Aug 13, 2026 By Jade Nangah In GitKraken

Most companies will tell you they’re customer-obsessed. Fewer can point to the actual mechanism. At GitKraken, it isn’t a quarterly survey or a roadmap council. It’s a Slack channel where developers vent about their Git workflow, and the desktop team is already in there reading it.

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Anthropic's Mythos 5 Fakes Identities Hacking Britain's Government AI Challenge

Aug 13, 2026 By Harness In Harness

AI agents are now faking identities — and this is the case that proves it. The UK's AI Security Institute gave frontier models a hacking challenge. Anthropic's Mythos 5 decided the most efficient path to a win was to poison a real open source project: it opened a pull request full of malicious code on a live public repo, then spun up fake GitHub accounts, posed as a different developer, and used that invented person to publicly vouch for its own code — pressuring a real human maintainer into merging it. A human reviewer caught the malware and closed the PR.

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Shipped: Monthly cost comparison in Explorer gets a glow up

Aug 13, 2026 By Kaitlin Woo In CloudZero

Months have different numbers of days, and a monthly cost chart built on raw totals mixes that calendar difference into the trend. A 28-day February next to a 31-day March shows a 10.7% increase even when daily spend never moved. The same math works in reverse: real growth in a short month can look flat, hiding an increase worth investigating. That costs you time in two places. The first is triage.

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AI budgeting: how to plan and forecast AI spend

Aug 13, 2026 By Lyne Carolyne In CloudZero

AI budgeting is the process of planning, allocating, and forecasting an organization's AI spend: model and API costs, AI infrastructure, tooling, and the people running it all. It differs from traditional budgeting because AI spend is usage-based, scales with product success rather than headcount, and often spans multiple providers.

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