Reference library
The wider builder skill map
Runnable labs are marked clearly. Everything else is supporting reference—not a promise of a finished course. Start with the ordered Product Builder Path.
AI
Using AI to think, build, and ship faster with quality.
Prompt Engineering
Craft structured prompts for analysis, drafting, and problem decomposition.
AI · Intermediate
Open reference guide
AI Coding Assistants
Use copilots to accelerate implementation while preserving review rigor.
AI · Intermediate
Open guided practice
AI Prototyping
Generate and iterate product concepts quickly with AI-native workflows.
AI · Beginner
Open guided practice
LLM Evaluation
Design evals that catch regressions and measure whether changes improve outcomes.
AI · Intermediate
Open guided practice
Context Engineering
Structure and curate the information given to AI systems so they produce better, more reliable outputs.
AI · Intermediate
Open guided practice
Agent Workflows
Design multi-agent orchestration patterns with tools, handoffs, and guardrails for reliable autonomous execution.
AI · Intermediate
Open guided practice
Memory and Context Design
Decide what to persist, retrieve, and summarize so systems stay helpful over time.
AI · Intermediate
Open reference guide
Technical
Engineering fluency for shipping and collaborating deeply.
Frontend Development
Build responsive interfaces with modern web fundamentals.
Technical · Intermediate
Open reference guide
API Literacy
Understand request/response patterns, authentication, and integrations.
Technical · Intermediate
Open guided practice
Git Workflows
Use branching, pull requests, and code review effectively.
Technical · Beginner
Open guided practice
MCP & Tool Integration
Connect AI models to external tools and data sources using the Model Context Protocol and similar standards.
Technical · Intermediate
Open reference guide
Spec-Driven Development
Write specs that compile into tasks, tests, and implementation slices using frameworks like GitHub Spec Kit, BMAD, and OpenSpec.
Technical · Intermediate
Open guided practice
LLM Observability
Add tracing, logging, and monitoring to debug agent and model behavior in production.
Technical · Intermediate
Open reference guide
Product
Discovery, prioritization, and strategic product decision-making.
Product Discovery
Validate problems and solutions through continuous customer learning.
Product · Advanced
Open guided practice
Product Strategy
Align initiatives to long-term outcomes and business context.
Product · Advanced
Open guided practice
Experimentation
Design and evaluate experiments to reduce uncertainty quickly.
Product · Intermediate
Open reference guide
AI Product Strategy
Select model approaches, cost/perf tradeoffs, and UX constraints that win in-market.
Product · Intermediate
Open guided practice
Design
User-centered experience thinking and interface craft.
User Research
Plan and synthesize qualitative insights from interviews and observation.
Design · Intermediate
Open guided practice
UI Design
Produce clear, usable interfaces and interaction states.
Design · Intermediate
Open reference guide
Design Systems
Use reusable patterns to improve consistency and velocity.
Design · Beginner
Open reference guide
Analytics
Measurement, analysis, and insight generation for product decisions.
Product Analytics
Define metrics and instrumentation that map to product outcomes.
Analytics · Intermediate
Open guided practice
SQL
Query behavioral and funnel data for rapid insight.
Analytics · Beginner
Open reference guide
Data Storytelling
Communicate findings clearly with narrative and visualization.
Analytics · Intermediate
Open reference guide
Evaluation Metrics
Choose metrics that reflect model usefulness: task success, quality, safety, and latency.
Analytics · Intermediate
Open reference guide
Marketing
Growth loops, positioning, and go-to-market fundamentals.
Growth Loops
Design acquisition and retention mechanics that reinforce each other.
Marketing · Intermediate
Open reference guide
Positioning
Articulate differentiation and value for target segments.
Marketing · Intermediate
Open guided practice
GTM Execution
Coordinate launch plans across channels, product, and sales.
Marketing · Beginner
Open reference guide
Soft Skills
Leadership and collaboration capabilities for cross-functional impact.
Stakeholder Management
Drive alignment with clear framing, tradeoffs, and communication.
Soft Skills · Advanced
Open reference guide
Written Communication
Write concise product narratives, specs, and updates.
Soft Skills · Advanced
Open guided practice
Facilitation
Run high-quality workshops and decision sessions.
Soft Skills · Intermediate
Open reference guide