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GitHub said this week that Copilot CLI, when it runs inside a GitHub Actions workflow, will accept the built-in GITHUB_TOKEN for authentication. Per the July 2 changelog, the previous path required creating and storing a personal access token. The operational read is small and precise: one fewer hum
This article explains why traditional CI/CD gates are not enough for production AI systems. I share a practical release-gating approach The post Why traditional CI/CD fails for LLMs (and the release gates we built to fix it) appeared first on The New Stack.
On June 24, research from Novee Security was released, reporting a CI/CD weakness that could enable anyone with an unauthenticated The post Cordyceps flaw pattern is more proof CI/CD is part of the attack surface appeared first on The New Stack.
In January 2021, an attacker added a single line of code to a popular bash script. Tens of thousands of The post The call is coming from inside your pipeline: the anatomy of a Codecov attack appeared first on The New Stack.
Introduction: Hidden Costs in CI/CD Pipelines Every day, we deploy dozens, sometimes hundreds, of times. The faster and smoother this process, the more efficiently teams work. At the heart of CI/CD pipelines are build operations. However, these builds, especially in large projects, can consume signi
At 2:17 AM, your phone buzzes three times. The product group chat explodes with 9 messages: "Login page is blank, nobody can get in!" You stumble to your computer barefoot, glance at the last release commit — a frontend developer changed a shared component, and nobody ran the tests. You grab a cigar
A security researcher showed that a GitHub PR title, issue body, or comment could become a prompt injection that hijacks Claude Code (and Gemini CLI, and GitHub Copilot) running in GitHub Actions, then makes it dump the workflow's secrets. Anthropic rated its variant CVSS 9.4 Critical. There is no m
Chapter 3: The Dockerfile — Multi-Stage Build 3.1 Why Multi-Stage Builds? Metric Single-Stage vs Multi-Stage 3.2 The Complete Dockerfile # ───────────────────────────────────────────────────────────────────────── # Stage 1: builder # Installs all dependencies and compiles assets. # This stage is NEV
Why we must verify configuration shifts locally before cloud deployment Welcome to the modern DevOps circus. We have all been there at 3:00 AM. You push a minor configuration shift to your staging cluster. Suddenly, the entire continuous delivery loop grinds to a halt. Your ingress is throwing 502s,
