HKUDS/DeepTutor
DeepTutor is an AI-powered personalized learning assistant that offers interactive knowledge Q&A, visualization, practice generation, and deep research capabilities to enhance education through a comprehensive and adaptive platform.
Awesome AI Agents › AI Assistants
DietrichGebert/ponytail
Ponytail is a novel approach that injects a "lazy senior developer" mentality into AI agents, guiding them to produce leaner, more efficient, and cost-effective code. The project's core philosophy is to prioritize reusability and existing solutions, following a strict hierarchy: first, question if the code is even necessary (YAGNI principle); then, leverage standard libraries, native platform features, or installed dependencies; and only as a last resort, write the absolute minimum code required. This methodology has been benchmarked across various LLMs (Haiku, Sonnet, Opus), demonstrating significant reductions (80-94% less code, 47-77% less cost, 3-6x faster) compared to agents without this guidance. Ponytail integrates with several AI agent platforms, including Claude Code, Codex, Pi agent harness, OpenCode, and Gemini CLI, through various mechanisms like plugins, configuration files, and direct ruleset injection. It also provides guidance for integration with Cursor, Windsurf, Cline, Copilot, Aider, and Kiro. The system introduces commands such as `/ponytail` to adjust its intensity, `/ponytail-review` to suggest code refactoring for over-engineering, and `/ponytail-debt` to track deferred shortcuts. The project emphasizes that while it promotes laziness in terms of code volume, it does not compromise on critical aspects like security, accessibility, or data handling. It is designed for developers seeking to optimize their AI-generated code for conciseness and performance.
https://github.com/DietrichGebert/ponytail
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