I think a Q&A-based approach is could also be a suitable way to capture the reasoning behind a project. Instead of writing documentation afterward, an AI could interview the developer throughout the process and preserve the questions and answers as project context.
I started to take VitD on a whim and my mood and energy sure improved. Also I feel like I get sick less often. 3 friends whom I recommended VitD told me the same. Living in northern germany. YMMV.
Only tangentially related: MiMo-2.5Pro is fast, cheap and very capable, although not quite gpt5.5 level iontelligence (I dont use the claudes). It works flawlessly in Pi and is an excellent workhorse. I expect big things from their next model.
I always feel GPT5.5 is better at ‘getting the bigger picture‘ when I am describing something vaguely vs Chinese models. What’s your experience with that?
Very cool work!
Regarding your finding "the tool ran successfully and returned data" and "the tool ran successfully but found nothing." Couldn’t this be solved by designing better tool responses instead of adding another layer in between? Just curious and probing my understanding.
Just tested it via openrounter in the Pi Coding agent and it regularly fails to use the read and write tool correctly, very disappointing. Anyone know a fix besides prompting "always use the provided tools instead of writing your own call"
Matt Pocock’s “grill-me” skill is a nice example of this idea: https://github.com/mattpocock/skills/tree/main/skills/produc...