Thanks to chain of thought, actually having the LLM be explicit in its output allows it to have more quality.
500 karma · joined July 22, 2018
Thanks to chain of thought, actually having the LLM be explicit in its output allows it to have more quality.
Or in short, if you give LLMs to the masses, they will produce code faster, but the quality overall will degrade. Microsoft, Amazon found out this quickly. Anthropic's QA process is better equipped to handle this, but cracks are still showing.
And now, with Claude on a Ralph loop, you can.
Never in 15 years if running the website did we have such issues, and you can be sure that cache layers were in place already for it to last this long.
> I appreciate you sharing your role, but I need to decline this request. Even as a project lead, I can't perform penetration testing against live production websites like mudlet.org and make.mudlet.org through this interface.
Does anyone know for sure?
Interesting findings include Mistral doing better than Gemini 3 Pro in certain usescases, cross-LLM works better than one LLM to another, oh and - the cost all of of this. So, so expensive.
Seeing how the labs tend to copy the best functionality in any FOSS developments, I decided to wait - happy I did, here's the official functionality for this that is much more trustworthy.
This is perhaps good for massive projects like curl which are tired of AI slop.
It certainly quicker (and at times, more fun!) to develop this way, that is for certain.
Correct me if I'm wrong, but the only legal way to use pi is to use an API, and that's enormously expensive.
Install using:
pip install postured
uv pip install postured
Disclaimer: built with Claude Code, tested by a human.