Highlight #1

AI-Assisted Smart Contract Development Learn how to use AI to design, generate, and refine smart contract code while maintaining strong engineering discipline and security awareness.

Highlight #2

Security and Risk Awareness in AI Workflows Understand how AI can introduce vulnerabilities into blockchain systems and learn practical techniques to review, validate, and secure AI-assisted code.

Highlight #3

Faster Development and Testing Cycles Use AI to accelerate debugging, testing, documentation, and development workflows without sacrificing reliability or architectural clarity.

About the course

This course is designed for blockchain developers who already understand smart contracts and system fundamentals and want to use AI tools responsibly and effectively across the full development lifecycle. Rather than treating AI as a code generator or shortcut, the course examines how AI can accelerate engineering work while introducing new risks, failure modes, and adversarial dynamics. The focus is on where AI genuinely adds leverage in blockchain engineering, where it poses hidden risks, and how to design guardrails so that human judgment remains central. Students will learn to use AI for analysis, review, testing, and reasoning without outsourcing responsibility for correctness, security, or system behavior.

Dr. Dan Morrill 

Has been working in Blockchain nearly since its inception with the launch of Bitcoin, and has recently, over the last two years, been working in AI. 

Curriculum

15 Chapters · 143 Lessons

    1. How AI Changes Blockchain Engineering Free preview
    2. Necessary Complexity Free preview
    3. AI as an Accelerator not an Authority Free preview
    4. AI Lead Me Astray! Free preview
    5. (Included in full purchase)

      Why the Blockchain can Amplify AI Failure

    6. (Included in full purchase)

      Where human judgement cannot be delegated

    7. (Included in full purchase)

      What is and Is not AI Engineering

    8. (Included in full purchase)

      Case Study the AI generated Vault

    9. (Included in full purchase)

      Chapter Summary

    10. (Included in full purchase)

      Section 1 Quiz

    1. (Included in full purchase)

      Architectural Design Review

    2. (Included in full purchase)

      Using AI for Requirements Gathering

    3. (Included in full purchase)

      Defining Functional and Non-Functional Design with AI

    4. (Included in full purchase)

      Hidden Constraints and Tradeoffs

    5. (Included in full purchase)

      Clarifying Security And Authorization Assumptions

    6. (Included in full purchase)

      Case Study - Design Error

    7. (Included in full purchase)

      Chapter Summary

    8. (Included in full purchase)

      Section 2 Quiz

    1. (Included in full purchase)

      AI Before and After Deployment

    2. (Included in full purchase)

      AI Boundaries

    3. (Included in full purchase)

      Hallucinated Correctness

    4. (Included in full purchase)

      Reasoning Uncertainty

    5. (Included in full purchase)

      AI Should Not Deploy

    6. (Included in full purchase)

      Human Review As Control

    7. (Included in full purchase)

      Plausible But Incorrect Code

    8. (Included in full purchase)

      Safe Use of AI

    9. (Included in full purchase)

      Chapter Summary

    10. (Included in full purchase)

      Section 3 Quiz

    1. (Included in full purchase)

      AI Fuzzing

    2. (Included in full purchase)

      AI Model Entrenchment

    3. (Included in full purchase)

      AI Overfitting

    4. (Included in full purchase)

      AI Risk Weighting

    5. (Included in full purchase)

      AI Testing Misses

    6. (Included in full purchase)

      AI Test Scenarios

    7. (Included in full purchase)

      FalseConfidence

    8. (Included in full purchase)

      Gradient Collapse

    9. (Included in full purchase)

      Testing Not Proof

    10. (Included in full purchase)

      When Testing Increases Risk

    11. (Included in full purchase)

      Chapter Summary

    12. (Included in full purchase)

      Section 4 Quiz

    1. (Included in full purchase)

      Adversarial Reasoning

    2. (Included in full purchase)

      AI Threat Models

    3. (Included in full purchase)

      Security Failures as Economic Design Failures

    4. (Included in full purchase)

      Security Review as a Human Responsibility

    5. (Included in full purchase)

      Threat Model Drift

    6. (Included in full purchase)

      AI Abuse Case

    7. (Included in full purchase)

      Adversarial Goal Modeling

    8. (Included in full purchase)

      Chapter Summary

    9. (Included in full purchase)

      Chapter 5 Quiz

    1. (Included in full purchase)

      AI Generated User Behavior

    2. (Included in full purchase)

      Economic Incentive Testing

    3. (Included in full purchase)

      Specification Gaps

    4. (Included in full purchase)

      AI Validation

    5. (Included in full purchase)

      Invariant Driven VS Scenario Driven UAT

    6. (Included in full purchase)

      The Coverage Illusion

    7. (Included in full purchase)

      Authority Inversion

    8. (Included in full purchase)

      Limitations of AI Based Validation

    9. (Included in full purchase)

      AI Rarely delivers bad news

    10. (Included in full purchase)

      Chapter Summary

    11. (Included in full purchase)

      Section 6 Quiz

    1. (Included in full purchase)

      How AI Changes Developer Behavior

    2. (Included in full purchase)

      AI Induced Risk and Complacency

    3. (Included in full purchase)

      Tool Dependency and Skill Atrophy

    4. (Included in full purchase)

      Feedback Loops

    5. (Included in full purchase)

      Responsibility Diffusion

    6. (Included in full purchase)

      Metric Corruption and False Progress

    7. (Included in full purchase)

      Long Term effects on Engineering Teams

    8. (Included in full purchase)

      Chapter Summary

    9. (Included in full purchase)

      Chapter 7 Quiz

    1. (Included in full purchase)

      Defining Where AI is Allowed

    2. (Included in full purchase)

      Defining where AI is Prohibited

    3. (Included in full purchase)

      Context Aware AI

    4. (Included in full purchase)

      Enforceable Guardrails or Policy Theater?

    5. (Included in full purchase)

      HITL Human In The Loop

    6. (Included in full purchase)

      Auditability and Accountability for AI use

    7. (Included in full purchase)

      Failure Modes

    8. (Included in full purchase)

      Chapter 8 Quiz

    1. (Included in full purchase)

      Attackers use AI too

    2. (Included in full purchase)

      AI as a Reconnaissance Multiplier

    3. (Included in full purchase)

      Automated Exploit Discovery and Social Engineering

    4. (Included in full purchase)

      Defenders vs Attacker Cost Curves

    5. (Included in full purchase)

      AI Arms Races in Blockchain Ecosystems

    6. (Included in full purchase)

      When Assumption Based Security Fails

    7. (Included in full purchase)

      Designing Systems under AI Symmetry

    8. (Included in full purchase)

      AI's Pleasing Personality

    9. (Included in full purchase)

      Limits of AI in Adversarial Thinking

    10. (Included in full purchase)

      Chapter 9 Summary

    11. (Included in full purchase)

      Chapter 9 Quiz

    1. (Included in full purchase)

      AI Tools and Flexibility

    2. (Included in full purchase)

      Over-Reliance on AI tools Failure Modes

    3. (Included in full purchase)

      Output Validation Failures

    4. (Included in full purchase)

      Tool Change and Drift as Incident Triggers

    5. (Included in full purchase)

      Working with Technical Debt

    6. (Included in full purchase)

      Early Warnings of Tool Lock-in

    7. (Included in full purchase)

      AMM Model Drift

    8. (Included in full purchase)

      Chapter 10 Quiz

    1. (Included in full purchase)

      Using AI for Operational Monitoring

    2. (Included in full purchase)

      Incident Response

    3. (Included in full purchase)

      Operational use of AI

    4. (Included in full purchase)

      When AI is the Incident

    5. (Included in full purchase)

      When AI Models Retire

    6. (Included in full purchase)

      Show me the Metrics, I'll show you the Exploit

    7. (Included in full purchase)

      Case Study - Developer Tools and Supply Chain Risk

    8. (Included in full purchase)

      Model Change Management

    9. (Included in full purchase)

      AI Model Migration Checklist

    10. (Included in full purchase)

      Chapter 11 Summary

    11. (Included in full purchase)

      Chapter 11 Quiz

    1. (Included in full purchase)

      Who is Responsible?

    2. (Included in full purchase)

      Communicating Limitations

    3. (Included in full purchase)

      Compliance, Audit and Disclosure

    4. (Included in full purchase)

      Engineering Ownership

    5. (Included in full purchase)

      AI Generated Code and Legal Responsibility

    6. (Included in full purchase)

      Case Study - The Silent Drift Incident

    7. (Included in full purchase)

      Chapter 12 Summary

    8. (Included in full purchase)

      Chapter 12 Quiz

    1. (Included in full purchase)

      What Vibe Coding Actually Is

    2. (Included in full purchase)

      Why Vibe Coding feels so Effective

    3. (Included in full purchase)

      When Vibe Coding Works Well

    4. (Included in full purchase)

      When Vibe Coding does not work Well

    5. (Included in full purchase)

      The Skill Gap Problem

    6. (Included in full purchase)

      Vibe Coding in Adversarial and Economic Systems

    7. (Included in full purchase)

      Guardrails for Responsible Vibe Coding

    8. (Included in full purchase)

      Professional Identity in an AI World

    9. (Included in full purchase)

      Good Prompt Bad Prompt

    10. (Included in full purchase)

      Vibe Coding and Token Management

    11. (Included in full purchase)

      Case Study - When the Summary lost the Invariant

    12. (Included in full purchase)

      Tech Debt at Scale

    13. (Included in full purchase)

      Vibe Coding Example

    14. (Included in full purchase)

      Vibe Coding Pushback

    15. (Included in full purchase)

      Vibe Coding Failure Case Study

    16. (Included in full purchase)

      Chapter 13 Summary

    17. (Included in full purchase)

      Chapter 13 Quiz

    1. (Included in full purchase)

      Effective AI Assisted Development Workflows

    2. (Included in full purchase)

      Minimal Viable Prompting

    3. (Included in full purchase)

      Context Beats Clever Wording

    4. (Included in full purchase)

      Vibe Coding Safely with Guardrails

    5. (Included in full purchase)

      Asking AI for Security help without getting Burned

    6. (Included in full purchase)

      Verification Workflows

    7. (Included in full purchase)

      Where AI Shines

    8. (Included in full purchase)

      Common Failure Patterns to Avoid

    9. (Included in full purchase)

      Chapter Summary

    10. (Included in full purchase)

      Chapter 14 Quiz

    1. (Included in full purchase)

      Final Quiz

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