You are building a central template that accepts a list of jobs. But you need each job to carry its own “owner” email and “security_tier” without forcing every developer to use a custom job schema. You try adding these as parameters, but Azure DevOps throws a schema …

The security team’s Slack message arrives on a Tuesday afternoon: “We’re seeing resource deletions in prod. Investigating.” Your heart rate goes up. You pull the Azure Activity Log. The deletions are attributed to a service principal—one your team created eight months ago for …

You hit enter. OpenCode spins up a 50-line component, the terminal goes quiet for a second, and then your dev server throws it back at you in red: ReferenceError: window is not defined. The agent just wrote perfectly confident, perfectly broken code — it reached for window.innerWidth like it was …

You’ve configured Ollama, built a custom Modelfile, and wired it to OpenCode. The stack works. Then you ask the model to generate a React component using the use() hook from React 19, and it confidently produces code using patterns from React 16. You try a Rust async function with 2024 edition …

You followed the quickstart. You grabbed the key from the portal, pasted it into a .env file, and your app worked. Now that key lives on your laptop, in your CI/CD secrets, probably in a Slack message from six months ago, and quite possibly in a git log you haven’t checked. It does not expire. …

You have a deployment pipeline that needs to hit 12 different Azure regions. You could copy and paste the same 50 lines of YAML 12 times—but now you have a 600-line file that is impossible to maintain. When the security team mandates a new compliance step, you have to update it in 12 places. This is …

The compliance report arrives on a Friday afternoon. You scan through it and stop on a finding: a Storage Account with public network access enabled, sitting in your production subscription, deployed three weeks ago. Someone bypassed the documented standard, the ARM deployment succeeded, and nobody …

You ask your local agent to write an Express route that aggregates monthly sign-ups, and it hands back a query filtering on users.created_date. Your column is created_at. The agent didn’t get this wrong out of carelessness — it never saw your database. It guessed at a plausible schema because …

Your team completes a three-month migration to an air-gapped environment to satisfy new compliance requirements. Two security audits. Significant budget. Two weeks after go-live, someone discovers the developers are using personal phone hotspots to access GitHub Copilot — because the local …