Choose the right thing
Discovery, positioning, and product judgment before anyone starts building.
Learning Paths
Start with skills, not tool shopping
This page is for deciding what to learn next. Tools are here only when they help you choose, build, test, or ship better.
Write work agents can execute
Specs, tasks, context, and acceptance criteria that survive the handoff into code.
Make AI reliable enough to ship
Evals, regression tests, tracing, and review gates for AI product quality.
Keep up without drowning
Operator writing and product signals that help you decide what is worth learning next.
Full shelf: 43 useful paths and references
GuideFreeWorth using
Builder Scope Review
A practical pre-build checklist: user, workflow, riskiest assumption, edge cases, review gate, and kill condition.
ProductBuilders
ProductAITechnical
GuideFreeWorth using
AI Coding Workflow: Spec, Build, Review
How to brief coding agents, keep context tight, inspect diffs, and turn implementation into a learning loop.
ProductBuilders
AITechnicalProduct
GuideFreeWorth using
Product Discovery Skill
Learn to choose the right thing before you build: customer trigger, current workaround, pain, and proof.
ProductBuilders
ProductResearch
GuideFreeWorth using
LLM Evaluation Skill
Design evals, regression checks, and review gates that match real user outcomes instead of demo scores.
ProductBuilders
AIAnalyticsTechnical
GuideFreeWorth using
Product Analytics Skill
Use events, funnels, cohorts, and qualitative notes to decide what to keep building, change, or kill.
ProductBuilders
AnalyticsProduct
FrameworkFreeWorth using
GitHub Spec Kit
Spec-driven workflow kit for turning specs into tasks and implementation slices.
GitHub
TechnicalProductAI
GuideFreeWorth using
Best Practices for LLM Evaluation
Guide to choosing eval methods and measuring model changes reliably.
OpenAI
AIAnalyticsTechnical
CommunityFreeWorth using
Product Talk
Teresa Torres on continuous discovery habits, opportunity solution trees, and AI-augmented research.
Teresa Torres
ProductResearch
BookWorth using
INSPIRED
A practical guide to building technology products customers love.
Marty Cagan
Product
BookFree
Shape Up
Delivery and planning methodology for product teams.
Basecamp
ProductTechnical
FrameworkFreeWorth using
OpenAI Agents SDK (Python)
Docs for building tool-using agents, including guardrails and orchestration patterns.
OpenAI
AITechnicalProduct
ToolFree
promptfoo
Test and evaluate prompts and LLM apps with automated comparisons and CI integration.
promptfoo
AIAnalyticsTechnical
CourseWorth using
AI Evals for Product Teams (Maven)
Cohort course on designing evals that catch regressions and measure real user outcomes for AI products.
Maven
AIAnalyticsProduct
FrameworkFreeWorth using
BMAD Method
Multi-agent spec-driven development framework for orchestrating AI agents across the product lifecycle.
BMAD
AITechnicalProduct
NewsletterFreeWorth using
Addy Osmani's Blog
Deep dives on engineering productivity, spec-driven development, and shipping with AI assistance.
Addy Osmani
TechnicalAIProduct
CourseWorth using
AI Product Management Specialization
Practical AI product workflows from opportunity framing to implementation.
DeepLearning.AI
AIProduct
CourseFreeWorth using
Build an AI Chatbot with the Vercel AI SDK
Course covering production chat UX, streaming, tools, and deployment workflows.
Vercel Academy
AITechnicalProduct
CourseWorth using
Builders Camp Membership
Training tracks, bootcamps, and a community focused on becoming a product builder by shipping.
Builders Camp
ProductTechnicalDesignAnalyticsMarketing
CourseFreeWorth using
Building AI Agents
Foundations for orchestrating LLM-based agents and workflows.
DeepLearning.AI
AITechnical
GuideFreeWorth using
LangGraph Persistence
Memory and persistence patterns for agent state, checkpoints, and resumability.
LangGraph
AITechnical
ToolWorth using
LangSmith Evaluations
Evaluation, tracing, and dataset workflows for LLM apps and agents.
LangChain
AIAnalyticsTechnical
NewsletterWorth using
Lenny's Newsletter
Tactical product and growth writing from experienced operators.
Lenny Rachitsky
ProductMarketing
PodcastFreeWorth using
Lenny's Podcast
Interviews with product leaders, founders, and builders.
Lenny Rachitsky
ProductMarketing
GuideFreeWorth using
Model Context Protocol (MCP) Docs
Official specification and guides for MCP, the open standard for connecting AI models to tools and data.
Anthropic
AITechnical
FrameworkFreeWorth using
OpenAI Evals
Open source framework for building and running LLM evaluations.
OpenAI
AIAnalyticsTechnical
FrameworkWorth using
OpenSpec
Spec-driven development framework for writing product specs that drive implementation.
OpenSpec
TechnicalProductAI
CourseWorth using
Reforge Programs
Advanced growth and product strategy frameworks with operator case studies.
Reforge
ProductMarketingAnalytics
BookWorth using
TRANSFORMED
How product operating models and empowered teams change outcomes.
Marty Cagan
ProductSoft Skills
NewsletterFree
Aakash Gupta's Product Growth Newsletter
Weekly breakdowns of product growth mechanics, AI product trends, and operator playbooks.
Aakash Gupta
GrowthProductAI
Course
AI Product Builder Program (Zenith Studio)
Cohort program focused on idea → spec → architecture → code → testing → deployment with AI.
Zenith Venture Studio
AITechnicalProduct
Course
AI Product Management (Colab Cohorts)
Cohort course for integrating AI into products with a practical playbook and peer network.
Colab Cohorts
AIProduct
CourseFree
Amplitude Academy
Measurement strategy and product analytics training.
Amplitude
AnalyticsProduct
Course
Cursor for PMs (Maven)
Cohort course teaching product managers to build and ship with Cursor and AI-native dev workflows.
Maven
AITechnicalProduct
CommunityFree
Growth.Design
Behavioral UX breakdowns and growth design case studies.
Growth.Design
DesignMarketing
Book
Hooked
Habit-forming product frameworks and examples.
Nir Eyal
MarketingProduct
Book
Lean Analytics
Metric frameworks for startup and growth-stage decision making.
OReilly
AnalyticsProduct
GuideFree
LlamaIndex Memory
Design memory strategies for agents and RAG systems (short-term + long-term patterns).
LlamaIndex
AITechnical
CourseFree
Mode SQL Tutorial
SQL fundamentals oriented around analytics questions.
Mode
Analytics
Course
Nielsen Norman Group UX Courses
UX research, interaction design, and usability foundations.
NN/g
Design
NewsletterFree
Product Compass
Pawel Huryn's newsletter on modern product management, AI workflows, and builder mindset.
Pawel Huryn
ProductAI
Book
Product Thinking by Melissa Perri
Systems-level product strategy and outcome orientation.
Melissa Perri
Product
Community
Product-Led Growth Collective
Playbooks and discussions around product-led growth motions.
ProductLed
MarketingProduct
CourseFree
SQLBolt
Hands-on SQL practice for product and analytics workflows.
SQLBolt
Analytics