Choose this when
You lead people, own process, or need an adoption plan for a company, team, school, or client.
All learning paths
AI learning path
Strategy and adoption
Help a team adopt AI around real work instead of collecting tools and slogans.
- Best for
- Leaders, managers, founders
- Level
- Beginner to intermediate
- Time
- 6-12 hours
You should be able to
You can identify high-value use cases, set guardrails, teach habits, and measure adoption.
Checkpoint
Move on when adoption is tied to a workflow metric, not tool usage alone.
Do
Learning sequence
This is the route through the topic. Watch and open the material inside the step where it is used.
Step 1
Find real leverage
Map recurring work and choose use cases where AI changes speed, quality, or reach.
- Workflows
- Use cases
- Impact
Watch here
An AI strategy for organizations
Ethan Mollick
A direct match for adoption planning and leadership decisions.
Open here
Lenny's Podcast: AI product episodes
Podcast videos · Lenny Rachitsky · Beginner to advanced
You want AI product examples from PMs and founders.
Open resourceStep 2
Set guardrails
Define data rules, review expectations, acceptable tools, and escalation paths.
- Policy
- Review
- Security
Watch here
The future of work and education with AI
Ethan Mollick
Use this to connect AI literacy to team habits and work design.
Open here
The Cognitive Revolution
Podcast · Nathan Labenz · Intermediate to advanced
You want long-form interviews with AI builders and researchers.
Open resourceStep 3
Build team habits
Run small demos, share templates, collect wins, and retire workflows that do not help.
- Training
- Templates
- Measurement
Watch here
The AI-native startup
Lenny's Podcast
Practical lens on organizational workflows and AI-native operations.
Open here
Craig Hewitt YouTube: 100 Days of AI
YouTube channel · Craig Hewitt · Beginner to intermediate
You want practical AI implementation videos from a founder using AI inside a real SaaS business.
Open resourceSimon Willison: The last six months in LLMs in five minutes
Talk · Simon Willison · Beginner to advanced
You want a grounded tour of current LLM tooling, model tradeoffs, and the practical ecosystem.
Open resourcePractice task
Run a 60-minute team workshop that turns three repetitive workflows into AI experiments with owners and success criteria.
Reference
All resources in this path
Step 1
Lenny's Podcast: AI product episodes
Podcast videos · Lenny Rachitsky · Beginner to advanced
You want AI product examples from PMs and founders.
Step 2
The Cognitive Revolution
Podcast · Nathan Labenz · Intermediate to advanced
You want long-form interviews with AI builders and researchers.
Step 3
Craig Hewitt YouTube: 100 Days of AI
YouTube channel · Craig Hewitt · Beginner to intermediate
You want practical AI implementation videos from a founder using AI inside a real SaaS business.
Step 3
Simon Willison: The last six months in LLMs in five minutes
Talk · Simon Willison · Beginner to advanced
You want a grounded tour of current LLM tooling, model tradeoffs, and the practical ecosystem.
Educators to follow
Ethan Mollick
Beginner to advanced
Read recent essays on using AI as a collaborator and on organizational adoption.
View educator
Lenny Rachitsky
Beginner to intermediate
Browse the How I AI interviews and copy the workflows that match your role.
View educatorCraig Hewitt
Beginner to intermediate
Start with Craig's site and the 100 Days of AI videos on YouTube, then copy one workflow into your own business before looking for more tools.
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Swyx
Intermediate to advanced
Watch AI Engineer talks for production patterns and tool choices.
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Josh Pigford
Beginner to intermediate
Read the public notes and examples before deciding whether the paid material matches your business.
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Brian Casel
Beginner to intermediate
Look for workflow breakdowns and implementation examples.
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