AI tooling and research

ideas about making AI itself better, and meta-tools for using AI to build things. the overnight app grinder is the most practical — autonomous overnight coding that cycles through accounts and logs blockers. the AGENTS.md research and LLM behavior improvement address the prompt engineering and reliability side.

on the research end, LLM physical intuition and training efficiency represent deeper questions about AI capability. the AI conversationalist and AI agent reply explore making AI more natural and autonomous in social contexts.

the common thread: AI is powerful but still frustrating to use. these ideas attack that frustration from multiple angles — better prompting, better training, better tooling, and better autonomy.