... resources shift to judgment, intent, and accountability. The core question stops being can we build this? and becomes can we trust it in the real world? That shift is something we ve been running into firsthand while working on QualGent . As LLMs collapse the cost of writing code, the bottleneck moves downstream to proving behavior: does the app actually work across real devices, real users, and real edge cases, continuously? AI agents generating code is quickly becoming table stakes. Systems ... ... world of infinite brushes, the question isn't whether you can paint it's whether you re a painter or just a paintbrush operator. Comment from Chris Messina(@chrismessina): @aayjze  nice job weaving in the value prop of @QualGent