Perception

• Sensors Are Not Senses · AI Builders · Sensors and Perception

Humans set goals; AI executes patterns

• Spec Before Prompt · AI Investigators · AI as a Work Tool

Perception systems

• Vision Datasets & Ethics · AI Foundations · Specialization Pathways
• Prompt Systems, Not Spells · AI Foundations · Operator Skills

Perception — sensors around us

• AI Around Me · AI Explorers · What Is AI?

Representation & reasoning

• What Is a Model? · AI Builders · Models and Data

Representation & reasoning

• Representation Matters · AI Foundations · Intelligence, Representation & Reasoning
• NLP: Tokens & Evaluation · AI Foundations · Specialization Pathways
• Catching Confident Nonsense · AI Foundations · Operator Skills

Representation & reasoning

• Rules for Decisions · AI Explorers · What Is AI?

Learning from data

• Examples and Non-Examples · AI Builders · Models and Data

Learning

• Questions AI Can (and Cannot) Answer · AI Investigators · The Machine Learning Pipeline

Learning — neural networks

• Neural Nets & Overfitting · AI Foundations · Specialization Pathways
• Thresholds & Tradeoffs · AI Foundations · Operator Skills

Natural interaction

• Defining AI Without the Hype · AI Foundations · Intelligence, Representation & Reasoning

Societal impact

• When Data Misleads · AI Builders · Models and Data

Societal impact

• Bias in the Pipeline · AI Investigators · The Machine Learning Pipeline
• Verify or It Didn’t Happen · AI Investigators · AI as a Work Tool
• Privacy Is Part of the Skill · AI Investigators · AI as a Work Tool
• Attention, Feeds & Your Agency · AI Investigators · AI as a Work Tool

Societal impact — governance

• Privacy, Power & Policy · AI Foundations · Operator Skills

Societal impact — AI in daily life

• People and Computers · AI Explorers · What Is AI?
• Help or Leave Out? · AI Explorers · Fair Helpers
• Ask Before You Share · AI Explorers · Fair Helpers

Learning paradigms & risk

• Problem Types and Risk · College AI Literacy & Technical Core · Foundations & Evaluation
• Organizational Prompt Systems · College AI Literacy & Technical Core · Professional AI Practice
• What FDEs Actually Do · FDE Field Engineer · The FDE Mandate

Experimental design for ML

• Validation Design · College AI Literacy & Technical Core · Foundations & Evaluation
• Evals That Matter · College AI Literacy & Technical Core · Professional AI Practice

Responsible AI documentation

• Responsible Deployment & Model Cards · College AI Literacy & Technical Core · Foundations & Evaluation

Generative systems literacy

• How Generative AI Works (Systems View) · AI Foundations · Generative AI Literacy

Applied responsible AI project

• Domain Capstone: Audit + Prototype · College AI Literacy & Technical Core · Technical Track
• Go / No-Go Decision Memo · College AI Literacy & Technical Core · Professional AI Practice
• Capstone: Operator Portfolio · College AI Literacy & Technical Core · Professional AI Practice

Responsible AI practice

• Safety Rails That Survive Contact · FDE Field Engineer · Claude Platform Fluency

Organizational ethics of AI

• Stakeholders, Trust, and the Room · FDE Field Engineer · The FDE Mandate

Supervised learning foundations

• Loss, Gradients & Regularization · College AI Literacy & Technical Core · Technical Track

Evaluation methodology

• Evaluation Harness Studio · College AI Literacy & Technical Core · Technical Track
• Evals That Matter · College AI Literacy & Technical Core · Professional AI Practice
• Evals That Gate Ship · FDE Field Engineer · Evals, Reliability & Ship

Responsible AI documentation

• Capstone: Public AI System Audit · AI Foundations · Specialization Pathways
• Capstone: Personal AI Playbook · AI Foundations · Operator Skills
• Evaluation Harness Studio · College AI Literacy & Technical Core · Technical Track
• Go / No-Go Decision Memo · College AI Literacy & Technical Core · Professional AI Practice

Fairness in AI decisions

• When Data Misleads · AI Builders · Models and Data
• Kid Model Card · AI Builders · Design for People

Ethical creation process

• Who Is Affected? · AI Builders · Design for People

Mitigating bias

• Bias in the Pipeline · AI Investigators · The Machine Learning Pipeline
• Evaluate and Document · AI Investigators · Build With Ethics

Ethical creation of AI systems

• Project Spec & Guardrails · AI Investigators · Build With Ethics

Dataset ethics

• Vision Datasets & Ethics · AI Foundations · Specialization Pathways
• Thresholds & Tradeoffs · AI Foundations · Operator Skills
• Responsible Deployment & Model Cards · College AI Literacy & Technical Core · Foundations & Evaluation

System critique and documentation

• Capstone: Public AI System Audit · AI Foundations · Specialization Pathways
• Capstone: Personal AI Playbook · AI Foundations · Operator Skills

Fairness in helpers

• Help or Leave Out? · AI Explorers · Fair Helpers
• Be Kind With Tools · AI Explorers · Fair Helpers

Choice to use AI

• Helpful or Not? · AI Builders · Sensors and Perception

Human-AI collaboration — task definition

• Spec Before Prompt · AI Investigators · AI as a Work Tool
• Verify or It Didn’t Happen · AI Investigators · AI as a Work Tool

Nature of humans and AI

• Defining AI Without the Hype · AI Foundations · Intelligence, Representation & Reasoning
• Prompt Systems, Not Spells · AI Foundations · Operator Skills
• Catching Confident Nonsense · AI Foundations · Operator Skills

Human-AI teaming at scale

• Organizational Prompt Systems · College AI Literacy & Technical Core · Professional AI Practice

Nature of humans vs AI

• People and Computers · AI Explorers · What Is AI?

How computers learn from data

• Examples and Non-Examples · AI Builders · Models and Data

Sensing

• Sensors Are Not Senses · AI Builders · Sensors and Perception

Building and using AI models

• Questions AI Can (and Cannot) Answer · AI Investigators · The Machine Learning Pipeline

Evaluate models

• Train, Test, and Confusion · AI Investigators · The Machine Learning Pipeline

Select algorithms for classification

• Classical ML Intuitions · AI Foundations · Intelligence, Representation & Reasoning
• Neural Nets & Overfitting · AI Foundations · Specialization Pathways

Modern AI systems

• How Generative AI Works (Systems View) · AI Foundations · Generative AI Literacy

Extended ML evaluation

• Problem Types and Risk · College AI Literacy & Technical Core · Foundations & Evaluation

Understanding representation

• What Is a Model? · AI Builders · Models and Data

Recommenders in daily life

• How Recommenders Work · AI Investigators · Recommenders & Attention

Representations in AI models

• Representation Matters · AI Foundations · Intelligence, Representation & Reasoning
• NLP: Tokens & Evaluation · AI Foundations · Specialization Pathways

Reasoning with binary choices

• Rules for Decisions · AI Explorers · What Is AI?

Human agency tradeoffs

• Agency, Privacy, and Tradeoffs · AI Investigators · Recommenders & Attention
• Privacy Is Part of the Skill · AI Investigators · AI as a Work Tool
• Attention, Feeds & Your Agency · AI Investigators · AI as a Work Tool

Societal impacts including deepfakes

• Integrity, Deepfakes, and Civic Life · AI Foundations · Generative AI Literacy
• Privacy, Power & Policy · AI Foundations · Operator Skills

Individual impacts — AI in daily life

• AI Around Me · AI Explorers · What Is AI?
• Ask Before You Share · AI Explorers · Fair Helpers

Agent vs single-call decisioning

• When to Agent-ify (and When Not) · FDE Field Engineer · Agents & Orchestration

Escalation gates & sub-agents

• Escalation Gates & Sub-agents · FDE Field Engineer · Agents & Orchestration

Orchestration policy communication

• Orchestration Drill · FDE Field Engineer · Agents & Orchestration

Integrated FDE portfolio engagement

• Capstone: FDE Portfolio Engagement · FDE Field Engineer · Evals, Reliability & Ship

Eval harnesses & release gates

• Evals That Gate Ship · FDE Field Engineer · Evals, Reliability & Ship

MCP purpose & portability

• Why MCP Exists · FDE Field Engineer · MCP & Integration Surfaces

Tools, resources, auth design

• Tools, Resources, Auth · FDE Field Engineer · MCP & Integration Surfaces

Integration design review

• Integration Studio · FDE Field Engineer · MCP & Integration Surfaces

Prompt systems & behavior policy

• Prompts as Systems · FDE Field Engineer · Claude Platform Fluency

Tool use & structured outputs

• Tools & Structured Outputs · FDE Field Engineer · Claude Platform Fluency

Cost-aware context & caching

• Context, Cost, and Caching · FDE Field Engineer · Claude Platform Fluency

Failure modes & observability

• Failure Modes & Observability · FDE Field Engineer · Evals, Reliability & Ship

FDE role & value creation

• What FDEs Actually Do · FDE Field Engineer · The FDE Mandate

Operational safety & fail-closed design

• Safety Rails That Survive Contact · FDE Field Engineer · Claude Platform Fluency

Pilot scoping under ambiguity

• Ambiguity → Scope · FDE Field Engineer · The FDE Mandate

Deploy & multi-tenant judgment

• Deploy Judgment & Multi-tenancy · FDE Field Engineer · Evals, Reliability & Ship

Stakeholder trust & risk communication

• Stakeholders, Trust, and the Room · FDE Field Engineer · The FDE Mandate