Thanks for sharing. I’m Zhijie Chen, founder of Verdent and formerly Head of Algorithms at TikTok. Verdent is built for larger, production-grade tasks: it plans before coding, runs agents in parallel, tests results, and explains diffs. Our north star is a full Plan Code Verify loop, and we are building toward that. Curious what kinds of tasks you would actually trust an AI to handle end to end.