Code Room
Vibe codingHard
Question
An AI added this GitHub Actions step to "comment a greeting using the PR title." It works on your test PRs. A security researcher opens a PR and runs arbitrary commands in your CI. How?
on: pull_request_target: types: [opened]jobs: greet: runs-on: ubuntu-latest steps: - name: Greet run: | echo "Processing PR: ${{ github.event.pull_request.title }}" ./scripts/post-comment.sh "${{ github.event.pull_request.title }}"What a strong answer looks like
Treat the AI’s output as a draft to verify, not an answer to trust. Name the specific flaw and the input that triggers it, say how you’d catch it — tests, edge cases, reading critically — and how you’d re-prompt or decompose to get it right.
Learn the concepts
Vibe coding: describe the solution in plain language (or narrate it) and the coach grades your approach. Generating runnable code from your description is coming next.
Run or narrate your approach, then ask the coach.