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

From bug report to verified fix in a single workflow

Most debugging content shows one feature in isolation. This walkthrough covers the whole path. The bug: a discount code stopped applying for customers on annual billing plans. It passed every existing test, worked for monthly accounts, and failed only for a subset of real annual customers. Nobody had reproduced it outside production. Here's how it went from ticket to verified fix.

What Is the Harness Software Delivery Agent?

AI can write code. But can it actually ship it? The Harness Software Delivery Agent helps automate the entire software delivery process, from building and testing code to provisioning infrastructure, deploying changes, and troubleshooting failures. All while following your team's approvals, policies, and guardrails. AI helps you write code. Harness helps you ship it.

A Hacker Used Claude to Attack 9 Banks. This Is Just the Beginning

A Hacker Used Claude to Attack 9 Banks. This Is Just the Beginning. A hacker reportedly used Claude Code and an open-source AI penetration testing agent to attack nine South Korean banks. But the most surprising part? The AI-assisted attack also helped investigators identify the suspect. Is this the beginning of a new era of AI-powered cybercrime, where attackers can launch sophisticated attacks with fewer skills and resources?

12 Confluence Cloud Setups Every DevOps Team Needs

DevOps teams generate documentation constantly, and most of it is written under pressure. Runbooks are typed at 2 a.m. during an incident. Architecture notes appear in chat threads. Release steps live in one engineer's head until that engineer goes on holiday. The research backs up the cost. DORA, the program behind the Accelerate State of DevOps reports, measures documentation quality with eight metrics covering clarity, findability and reliability, and found it drives the implementation of every single technical practice it studied.

Best Git Platforms for Jira Teams Compared

If your team runs on Jira, the Git platform you choose can either accelerate your workflow or slow it to a crawl. Commits that never show up in your sprint board, branches that don’t link back to tickets, and pull requests that exist in a parallel universe from your backlog: these are the friction points that stack up fast for Jira-centered teams.

When an AI Agent Goes Rogue, Who's Responsible? | Civo Navigate London

AI agents are taking real actions in production. So when one misbehaves, who's accountable: the model provider or the company running it? David Sullivan explains why a regulated bank can't outsource accountability to an AI lab. James Faure shares how Clairo AI uses hypothesis testing and quality gates before any agent reaches production. Dr Rosemary Francis argues that guardrails which amount to a strongly worded letter won't survive. What agents need are genuine sandboxes and a limited blast radius.

Burnout Is Rising. Here's What You Can Fix

The faster teams deploy, the more releases fail, and burnout climbs right with it. What 700 engineers told Harness about delivery at AI speed. Lenny's Newsletter put out its 2026 tech workforce survey this year, and you should read the whole thing. The headline stats: significant burnout jumped from 44.7% to 55.7% of tech workers in a year. Career optimism dropped from 54.8% to 48.7% over the same period of time.

Kimi API pricing in 2026: the K3 ladder, the August retirement, and what Moonshot really charges

Kimi API pricing, per million tokens: the flagship Kimi K3 costs $3 input and $15 output with a $0.30 cache-hit rate and 1M context. Kimi K2.6 and the coding-tuned K2.7 Code both run $0.95/$4.00 on 256K context. Kimi K2.5 and the legacy V1 family were retired August 31, 2026.