human-skill-tree

24kchengYe/human-skill-tree is ranked 16,774 among these 8 peers; abacaj/mpt-30B-inference is ranked 16,779.

🌳 Human Skill Tree The Operating System for Human Learning in the Age of AI *AI got superpowers through Skills and MCPs. Claude can now run code, query databases, control browsers, and execute complex scientific workflows. ChatGPT can browse the web, write and run programs, analyze data. Gemini can see, hear, and interact with the physical world. ** A 35-year-old professional realizes their degree is becoming obsolete. A 10-year-old will graduate into a world where AI does most

knowledge work. A PhD student spends 5 years mastering a narrow field. A first-generation college student has no mentors. The Insight Here's what we know from the latest research: **AI tutoring dramatically improves learning, but only with pedagogical guardrails. ** A large-scale randomized controlled trial published in *PNAS* found that GPT-4-based tutoring improved high school math performance by 48–127%. Without structured pedagogical design, students became dependent on AI and showed reduced skill acquisition. Carefully designed guardrails

(providing hints instead of answers) restored learning gains. (2025), *PNAS*, 122(26) **Spaced repetition and active recall are the most effective learning techniques known to science. ** A meta-analysis of 242 studies with 169,000+ participants confirmed that practice testing and distributed practice outperform all other methods, including re-reading, highlighting, and summarizing. (2013), *Psychological Science in the Public Interest*; Donoghue & Hattie (2021) **Algorithmically optimized spaced repetition dramatically enhances human learning. ** A study published in *PNAS* analyzing data from 12

million Duolingo learners demonstrated that computationally optimized review schedules significantly outperform heuristic methods, enabling learners to memorize more material in less time. (2019), *PNAS*, 116(10), 3988–3993 The science is clear: **AI + cognitive science = the most powerful learning combination in human history. AI agents have no built-in pedagogical structure. It's an **upgrade to how AI interacts with humans who want to learn**. 🎬 Demo Landing Page Skill Tree Skill Detail AI Chat Learning 💬 See the Difference ❌ Without Human Skill

Tree ✅ With Human Skill Tree **You:** Teach me calculus **AI:** Calculus is a branch of mathematics that studies continuous change. There are two main branches: differential calculus and integral calculus. *(gives you a Wikipedia-style wall of text)* **You:** Teach me calculus **AI:** Before we start, let me understand where you are: 1. Can you tell me what a **function** is in your own words? Have you seen the concept of **slope** before? *(assesses your level, then builds from YOUR

foundation)* **You:** My code has a bug, help me fix it **AI:** The issue is on line 12. Human Skill Tree provides the pedagogical structure that makes this self-referential loop actually work. Psych: General* | | 🖼️ **Dual Coding** | Words + visuals = stronger encoding | Paivio (1991), *Psychological Review* | | 🪞 **Socratic Method** | Questions > answers for deep understanding | Chi et al. md for the full ecosystem survey (50+ tools). com** | **Source Code: ** A full-featured AI learning platform built with Next. In RPGs, a skill tree

is a branching structure where you unlock abilities by investing points. Yet this is arguably the most important skill set