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Foundations of Human-Led AI

Module 1: A Useful Mental Model of Generative AI

Module 2: The Human-AI Task Contract

Learning and Knowledge Management

Module 3: Learning Without Surrendering the Learning

Module 4: Reliable Knowledge Work

Tool Selection and Safe Execution

Module 5: Tool Selection and Information Quality

Module 6: AI-Assisted Software Work

Module 7: Personal Automation with Safeguards

Attention, Decision Making, and Direction

Module 8: Attention and Sustainable Throughput

Module 9: Decisions, Goals, and Direction

Quiz

Knowledge Checks

Scenario A: Health Chatbot

Scenario B: Meeting Automation

Scenario C: AI Coding Shortcut

Scenario D: Career Decision

Course Survey

Final Reflection

Welcome to "Core Concepts of Human-Led AI in Modern Technology," a transformative course designed to help you harness the power of artificial intelligence without surrendering your unique human insight, authority, or creativity. In today's rapidly evolving digital landscape, generative AI is reshaping how we work, learn, and make decisions.

Welcome to "Core Concepts of Human-Led AI in Modern Technology," a transformative course designed to help you harness the power of artificial intelligence without surrendering your unique human insight, authority, or creativity. In today's rapidly evolving digital landscape, generative AI is reshaping how we work, learn, and make decisions. However, the true advantage belongs to those who know how to lead AI, rather than simply follow it. This comprehensive course provides a robust mental model of generative AI, demystifying concepts like tokens, attention, and context, while exposing why AI can sometimes produce fluent but factually incorrect outputs. You will master the "Human-AI Task Contract," learning a four-factor triage method to effectively delegate tasks, build precise context packets, and implement a foolproof generate-review-verify workflow. Beyond the basics, this course dives deep into using AI as a Socratic tutor to enhance your personal learning, managing reliable knowledge work, and safely executing AI-assisted software development. You will also discover how to protect your high-value cognitive time, maintain sustainable throughput, and use AI as a constructive challenger for complex decision-making. Whether you are automating routine tasks or navigating career decisions, this course equips you with the safeguards, frameworks, and strategic direction needed to thrive in an AI-augmented world. Join us to master human-led AI and elevate your professional capabilities.

Core Concepts of Human-Led AI in Modern Technology

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            <p>Artificial intelligence is rapidly transforming the landscape of modern technology, yet the most critical component of this revolution remains the human mind. "Core Concepts of Human-Led AI in Modern Technology" is designed to equip you with the frameworks necessary to integrate generative AI into your daily workflows without surrendering your cognitive authority or decision-making power. The journey begins by establishing a foundational mental model of how AI systems operate—focusing on patterns, tokens, and context rather than rigid rules—and introduces the Human-AI Task Contract to help you effectively triage and delegate tasks. By understanding these core mechanics, you will learn to navigate the nuances of AI outputs, including why systems can produce fluent but factually incorrect information, and how to build effective context packets to ensure quality and reliability.</p>

<p>As you progress through the curriculum, the focus shifts to practical, safe, and sustainable execution across various domains of knowledge work. You will explore strategies for using AI as a Socratic tutor to enhance personal learning, methods for selecting the right tools through capability mapping, and the implementation of crucial safeguards in software development and personal automation. Furthermore, the course addresses the vital human elements of this partnership: protecting your high-value cognitive time, maintaining sustainable throughput, and utilizing AI as a constructive challenger rather than an absolute oracle. Through a series of real-world scenario quizzes—ranging from meeting automation to complex career decisions—you will apply these principles in practice, ensuring you emerge ready to confidently direct and manage AI technologies in any professional environment.</p>
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