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@trospector / ideas / wiki/cluster-ai-tools.md
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--- ideas: - overnight-app-grinder - agents-md-research - llm-behavior-improvement - llm-physical-intuition - flapping-airplanes - quality-search - fact-checker - ai-onboarding - ai-conversationalist - ai-agent-reply tags: - ai - tools - research - agents title: AI tooling and research type: idea-cluster visibility: public --- # AI tooling and research ideas about making AI itself better, and meta-tools for using AI to build things. the [[overnight-app-grinder|overnight app grinder]] is the most practical — autonomous overnight coding that cycles through accounts and logs blockers. the [[agents-md-research|AGENTS.md research]] and [[llm-behavior-improvement|LLM behavior improvement]] address the prompt engineering and reliability side. on the research end, [[llm-physical-intuition|LLM physical intuition]] and [[flapping-airplanes|training efficiency]] represent deeper questions about AI capability. the [[ai-conversationalist|AI conversationalist]] and [[ai-agent-reply|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.