Task state is a call stack for agent work

I was one hero image away from publishing a post about sprint planning. Generate it, wire the manifest, build the route. Three steps, then done. I opened the image prompt for one last look and found it arguing with itself. It named colours in the same prompt that told the generator to avoid them. I asked why. That small question pulled us out of...