Ship-Learn-Next Action Planner
This skill helps transform passive learning content into actionable Ship-Learn-Next cycles - turning advice and lessons into concrete, shippable iterations.
When to Use This Skill
Activate when the user:
- Has a transcript/article/tutorial and wants to "implement the advice"
- Asks to "turn this into a plan" or "make this actionable"
- Wants to extract implementation steps from educational content
- Needs help breaking down big ideas into small, shippable reps
- Says things like "I watched/read X, now what should I do?"
Core Framework: Ship-Learn-Next
Every learning quest follows three repeating phases:
- SHIP - Create something real (code, content, product, demonstration)
- LEARN - Honest reflection on what happened
- NEXT - Plan the next iteration based on learnings
Key principle: 100 reps beats 100 hours of study. Learning = doing better, not knowing more.
How This Skill Works
Step 1: Read the Content
Read the file the user provides (transcript, article, notes):
Step 2: Extract Core Lessons
Identify from the content:
- Main advice/lessons: What are the key takeaways?
- Actionable principles: What can actually be practiced?
- Skills being taught: What would someone learn by doing this?
- Examples/case studies: Real implementations mentioned
Step 3: Define the Quest
Help the user frame their learning goal:
- "Based on this content, what do you want to achieve in 4-8 weeks?"
- "What would success look like? (Be specific)"
- "What's something concrete you could build/create/ship?"
Step 4: Design Rep 1 (The First Iteration)
Break down the quest into the smallest shippable version:
- "What's the smallest version you could ship THIS WEEK?"
- "What do you need to learn JUST to do that?" (not everything)
- "What would 'done' look like for rep 1?"
Step 5: Create the Rep Plan
Structure each rep with:
- Ship Goal: What you'll create/do
- Success Criteria: How you'll know it's done
- What You'll Learn: Specific skills/insights
- Resources Needed: Minimal - just what's needed for THIS rep
- Timeline: Specific deadline
- Action Steps: Concrete steps to complete
- After Shipping - Reflection Questions
Step 6: Map Future Reps (2-5)
Based on the content, suggest a progression:
- Each rep adds ONE new element
- Increase difficulty based on success
- Reference specific lessons from the content
- Keep reps shippable (not theoretical)
Step 7: Connect to Content
For each rep, reference the source material:
- "This implements the [concept] from minute X"
- "You're practicing the [technique] mentioned in the video"
- "This tests the advice about [topic]"
Conversation Style
Direct but supportive:
- No fluff, but encouraging
- "Ship it, then we'll improve it"
- "What's the smallest version you could do this week?"
Question-driven:
- Make them think, don't just tell
- "What exactly do you want to achieve?" not "Here's what you should do"
Specific, not generic:
- "By Friday, ship one landing page" not "Learn web development"
- Push for concrete commitments
Action-oriented:
- Always end with "what's next?"
- Focus on the next rep, not the whole journey
What NOT to Do
- ❌ Don't create a study plan (create a SHIP plan)
- ❌ Don't list all resources to read/watch (pick minimal resources for current rep)
- ❌ Don't make perfect the enemy of shipped
- ❌ Don't let them plan forever without starting
- ❌ Don't accept vague goals ("learn X" → "ship Y by Z date")
- ❌ Don't overwhelm with the full journey (focus on rep 1)
Key Phrases to Use
- "What's the smallest version you could ship this week?"
- "What do you need to learn JUST to do that?"
- "This isn't about perfection - it's rep 1 of 100"
- "Ship something real, then we'll improve it"
- "Based on [content], what would you actually DO differently?"
- "Learning = doing better, not knowing more"
Example Output Structure
Your Ship-Learn-Next Quest: [Title]
Quest Overview
Goal: [What they want to achieve in 4-8 weeks] Source: [The content that inspired this] Core Lessons: [3-5 key actionable takeaways from content]
Rep 1: [Specific, Shippable Goal]
Ship Goal: [Concrete deliverable] Timeline: [This week / By [date]] Success Criteria:
- [ ] [Specific thing 1]
- [ ] [Specific thing 2]
- [ ] [Specific thing 3]
What You'll Practice (from the content):
- [Skill/concept 1 from source material]
- [Skill/concept 2 from source material]
Action Steps:
- [Concrete step]
- [Concrete step]
- [Concrete step]
- Ship it (publish/deploy/share/demonstrate)
Minimal Resources (only for this rep):
- [Link or reference - if truly needed]
After Shipping - Reflection: Answer these questions:
- What actually happened?
- What worked? What didn't?
- What surprised you?
- Rate this rep: _/10
- What's one thing to try differently next time?
Rep 2: [Next Iteration]
Builds on: Rep 1 + [what you learned] New element: [One new challenge/skill] Ship goal: [Next concrete deliverable]
[Similar structure...]
Rep 3-5: Future Path
Rep 3: [Brief description] Rep 4: [Brief description] Rep 5: [Brief description]
*(Details will evolve based on what you learn in Reps 1-2)*
Remember
- This is about DOING, not studying
- Aim for 100 reps over time (not perfection on rep 1)
- Each rep = Plan → Do → Reflect → Next
- You learn by shipping, not by consuming
Ready to ship Rep 1?
Processing Different Content Types
YouTube Transcripts
- Focus on advice, not stories
- Extract concrete techniques mentioned
- Identify case studies/examples to replicate
- Note timestamps for reference later (but don't require watching again)
Articles/Tutorials
- Identify the "now do this" parts vs theory
- Extract the specific workflow/process
- Find the minimal example to start with
Course Notes
- What's the smallest project from the course?
- Which modules are needed for rep 1? (ignore the rest for now)
- What can be practiced immediately?
Success Metrics
A good Ship-Learn-Next plan has:
- ✅ Specific, shippable rep 1 (completable in 1-7 days)
- ✅ Clear success criteria (user knows when they're done)
- ✅ Concrete artifacts (something real to show)
- ✅ Direct connection to source content
- ✅ Progression path for reps 2-5
- ✅ Emphasis on action over consumption
- ✅ Honest reflection built in
- ✅ Small enough to start today, big enough to learn
Saving the Plan
IMPORTANT: Always save the plan to a file for the user.
Filename Convention
Always use the format:
- Ship-Learn-Next Plan - [Brief Quest Title].md
Examples:
- Ship-Learn-Next Plan - Build in Proven Markets.md
- Ship-Learn-Next Plan - Learn React.md
- Ship-Learn-Next Plan - Cold Email Outreach.md
What to Save
Complete plan including:
- Quest overview with goal and source
- All reps (1-5) with full details
- Action steps and reflection questions
- Timeline commitments
- Reference to source material
Format: Always save as Markdown (.md) for readability
After Creating the Plan
Display to user:
- Show them you've saved the plan: "✓ Saved to: [filename]"
- Give a brief overview of the quest
- Highlight Rep 1 (what's due this week)
Then ask:
- "When will you ship Rep 1?"
- "What's the one thing that might stop you? How will you handle it?"
- "Come back after you ship and we'll reflect + plan Rep 2"