I'm looking for some input from those actively managing production pipelines. We already have robust setups for various security measures, including SAST, dependency scanning, secrets detection, and container security. However, with the rise of AI-heavy applications, I'm noticing new security challenges emerging that don't align well with existing tools. These include issues like prompt injection, unsafe system prompts, sensitive data being sent to LLMs, and potential misuse of AI APIs in critical business processes.
I've created a small CLI tool to help identify some of these vulnerabilities, and I'm trying to figure out where in the DevOps pipeline these checks should be implemented. Should they be integrated into pre-commit hooks, CI, or as pre-production gates? Would teams be open to including AI-specific scans in their workflows, and should these be seen as advisory or mandatory measures? I'm just trying to get a better grasp of how AI-related security can fit into a modern DevOps setup.
2 Answers
Honestly, I think AI checks shouldn’t be treated as a standalone aspect in your pipeline. You should embed them where feedback can be the quickest, like in pre-commit for fast insights, and then enforce in CI to ensure compliance. It’s much like how you would handle SAST checks; advisory often leads to loose ends being left untended, while blocking ensures teams pay attention. Sure, a few people might grumble initially, but they’ll adapt.
I think AI security checks should be integrated closely with existing workflows, not treated as a separate issue. Placing checks earlier in the process—like in the IDE or pre-commit—helps keep developers in the loop, while also ensuring that any significant issues are flagged in CI/CD. Additionally, enforcing checks at runtime will catch anything that sneaks through earlier stages. AI can really help in prioritizing issues and clarifying signals this way, ensuring human oversight remains intact.
I'm with you on that! Fast feedback is much more useful than fancy tools. Plus, aligning checks with where developers are already working will absolutely make it easier for teams to adopt these measures without pushback.
I totally agree! It’s important to get feedback early, so teams don’t overlook potential issues. Just gotta make sure the tool is catching relevant vulnerabilities otherwise it'll cause more headaches.