AI-Native Product Leadership

Full curriculum.

8 modules. 18 weeks. 40+ video lessons. A complete path from AI fluency to strategic leadership.

Foundations Technologies Human skills Capstone
8 Modules
40+ Video lessons
120+ Study hours
50+ PM prompts
3 Capstone artifacts
Track 1

Foundations

The strategic and organizational layer — how AI is reshaping the PM role and the tools to lead through it.

01
Foundations Weeks 1–2 · 12 hrs

The shifting PM role in the agentic era

How AI compresses the product development loop from discovery to ship. The PM as orchestrator of AI agents, not just human teams. What gets automated first, and which skills become more valuable as a result.

Lessons

Why the PM job is being rewritten12min
The delegation stack10min
Role archetypes11min
Your personal AI audit8min

Topics covered

  • AI compressing the product development loop
  • Role archetypes: AI PM, Platform PM, Orchestration PM
  • The delegation stack — what to hand off vs. own
  • What gets automated first in PM workflows
CursorLinear AINotion AIGitHub Copilot
02
Foundations Weeks 3–4 · 14 hrs

Mastering AI-assisted discovery

Using LLMs to synthesize qualitative datasets at scale. AI for competitive intelligence. Combining AI synthesis with Jobs-to-be-Done frameworks. When AI research summaries mislead.

Lessons

Why AI research summaries mislead13min
Synthesizing 100 interviews in 10 minutes11min
AI-powered competitive intelligence10min
Designing a continuous discovery loop12min

Topics covered

  • Synthesizing interviews, tickets, NPS with LLMs
  • AI for competitive landscape scans and gap analysis
  • JTBD frameworks + AI synthesis
  • Building a continuous AI-assisted discovery loop
Dovetail AIGrainOtter.aiPerplexityGong
03
Foundations Weeks 5–6 · 14 hrs

AI-native roadmapping & prioritization

AI-generated roadmaps: what to trust, what to override, and why. Automated RICE and WSJF scoring. Dynamic roadmaps for fast AI cycles. Communicating AI decisions to skeptical leadership.

Lessons

What to trust in an AI-generated roadmap11min
Stress-testing your priorities with LLMs10min
Communicating AI decisions to skeptical execs13min
Building a dynamic roadmap9min

Topics covered

  • Automated RICE, WSJF, opportunity scoring
  • Connecting roadmap to unit economics
  • Dynamic roadmaps for continuous replanning
  • Exec communication for AI-driven decisions
Productboard AIAha!Amplitude AIFibery
Track 2

Technologies

The technical layer — enough to lead engineering conversations, evaluate AI product decisions, and ship responsibly.

04
Technologies Weeks 7–9 · 18 hrs

AI technologies every PM must understand

LLMs, RAG, agents, evals, and failure modes — explained without code. Everything you need to make informed AI product decisions and speak credibly with your engineering team.

Lessons

LLMs without the engineering degree14min
RAG vs. fine-tuning12min
What agents can do today13min
Defining evals11min
Latency and cost tradeoffs10min

Topics covered

  • LLMs: architecture intuition, context windows, temperature
  • RAG vs. fine-tuning: when and why
  • Agents and multi-agent pipelines
  • Evals: defining quality for AI features
  • Prompt injection, hallucinations, adversarial failure modes
OpenAI APIClaude APILangChainBraintrust
05
Technologies Weeks 10–11 · 12 hrs

Prompt engineering for product managers

Chain-of-thought, few-shot, and zero-shot prompting for real PM use cases. Building prompt libraries. System prompts as product decisions. Red-teaming your AI features.

Lessons

The 5 most common PM prompting failures11min
Building a prompt library10min
System prompts as product decisions12min
Red-teaming your AI features13min

Topics covered

  • Chain-of-thought, few-shot, zero-shot for PM workflows
  • Building and versioning team prompt libraries
  • System prompts: persona, scope, constraint design
  • Red-teaming: 5 attack types every PM should know
Anthropic ConsoleOpenAI PlaygroundPromptLayerLangSmith
Track 3

Human skills

The irreplaceable layer — ethics, stakeholder influence, and organizational leadership that AI cannot automate.

06
Human skills Weeks 12–13 · 14 hrs

Ethics, trust & responsible AI product design

The PM as ethical backstop. Bias, fairness, and disparate impact in AI features. Transparency, explainability, and disclosure. EU AI Act, CCPA, and emerging US policy.

Lessons

The PM as ethical backstop12min
Detecting bias in AI features13min
When users need to know AI is involved10min
Navigating EU AI Act and CCPA11min

Topics covered

  • Bias, fairness, disparate impact in AI features
  • Transparency and explainability frameworks
  • When disclosure is legally and ethically required
  • EU AI Act, CCPA, emerging US federal AI policy
Credo AIArthur AIFiddler AI
07
Human skills Weeks 14–15 · 14 hrs

Organizational influence & leading AI transformation

Managing AI skeptics and true believers. Communicating uncertainty at exec level. The politics of AI attribution. Writing your personal AI leadership manifesto.

Lessons

Managing AI skeptics and true believers11min
Communicating uncertainty at exec level12min
When your AI feature fails publicly13min
Building org-wide AI fluency10min

Topics covered

  • Managing AI skeptics and uncritical enthusiasts
  • Communicating confidence intervals at exec level
  • Credit, blame, accountability when AI fails publicly
  • Building org-wide AI fluency as a PM
Loom AISlack AIMicrosoft Copilot
Track 4

Capstone

Three real artifacts you build, test, and keep. This is the credential.

08
Capstone Weeks 16–18 · 22 hrs

Capstone: Your AI PM Reputation Kit

End-to-end AI feature development from discovery through launch. Three capstone artifacts you submit to earn your ANPL certificate. Built for real work, not for passing an exam.

Lessons

Writing a production-grade AI PRD15min
Designing the post-launch feedback loop11min
The CPO simulation12min
Your ANPL certification submission guide8min

The three artifacts

Personal AI Audit — 5 tasks, one real prompt each
One real, tested prompt for your actual job
AI Meeting One-Pager — positions you as the AI person on your team
Figma AIVercel v0Replit Agent

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