I work in open source, AI, and security, with a focus on real-world systems, not just theory. I’m a GSoC mentor and org admin, review PRs regularly, and help contributors improve the quality of their work. I also speak at tech conferences, sharing practical lessons from open source, AI systems, and security. I help students get started with open source and GSoC, and help working engineers with system thinking, AI basics, security fundamentals, and career direction. My approach is simple and honest. We focus on clarity, not buzzwords. If you’re looking for practical guidance from someone actively building and mentoring, happy to help.