PluginBench
Skill
Review
Audit score 70

ship-learn-next

softaworks/agent-toolkit

Transform learning content into actionable Ship-Learn-Next cycles: concrete reps you can ship, learn from, and iterate on.

What is ship-learn-next?

This skill converts passive learning (transcripts, articles, tutorials) into executable implementation plans using the Ship-Learn-Next framework. Use it when you want to turn educational content into real, shippable iterations rather than abstract study plans.

  • Extract actionable lessons from learning content and identify core skills to practice
  • Define a specific, measurable learning quest with concrete success criteria
  • Design Rep 1: the smallest shippable version completable in 1-7 days
  • Create structured rep plans with action steps, reflection questions, and success criteria
  • Map a progression of 2-5 future reps that build on each other
  • Connect each rep back to specific concepts from the source material

How to install ship-learn-next

npx skills add https://github.com/softaworks/agent-toolkit --skill ship-learn-next
Claude Code
Cursor
Windsurf
Cline

How to use ship-learn-next

  1. 1.Provide the learning content (transcript, article, notes, or file path) you want to transform
  2. 2.Answer questions about your specific goal: what do you want to achieve in 4-8 weeks?
  3. 3.Define what success looks like concretely (not vague learning goals)
  4. 4.Work through Rep 1 design: identify the smallest shippable version for this week
  5. 5.Execute Rep 1, then reflect on what actually happened
  6. 6.Use learnings to inform Rep 2, and continue the cycle

Use cases

Good for
  • Convert a YouTube transcript about sales into 10 cold outreach messages with response targets
  • Turn a tutorial article into a series of small product builds, shipping one feature per week
  • Extract implementation steps from a course and create a 4-week project-based learning path
  • Transform advice from a business book into concrete experiments to test and measure
  • Break down a technical guide into progressive coding reps with increasing difficulty
Who it's for
  • Developers and builders who learn by shipping, not studying
  • Product managers turning strategy content into execution plans
  • Sales professionals converting training into measurable outreach reps
  • Entrepreneurs extracting actionable advice from business content
  • Anyone who wants to practice skills through repeated, shippable iterations

ship-learn-next FAQ

What's the difference between this and a study plan?

Study plans focus on consuming information. Ship-Learn-Next focuses on doing and building. You ship something real each rep, reflect on what happened, then iterate. Learning = doing better, not knowing more.

How long should each rep take?

Rep 1 should be completable in 1-7 days. The goal is shippable, not perfect. Subsequent reps may take longer as difficulty increases, but each should still be a concrete, deliverable iteration.

What if I fail at Rep 1?

Failure is data. The reflection questions help you understand what happened and why. Rep 2 adjusts based on those learnings. This is how you improve—by shipping, learning, and iterating.

Do I need to read/watch the entire source material?

No. This skill helps you extract only what's needed for the current rep. You focus on minimal resources just for that iteration, not consuming everything upfront.

Can I use this for non-technical skills?

Yes. The framework works for sales, writing, product management, design, or any skill that benefits from repeated practice and reflection. The key is shipping something real each rep.

Full instructions (SKILL.md)

Source of truth, from softaworks/agent-toolkit.


name: ship-learn-next description: Transform learning content (like YouTube transcripts, articles, tutorials) into actionable implementation plans using the Ship-Learn-Next framework. Use when user wants to turn advice, lessons, or educational content into concrete action steps, reps, or a learning quest. allowed-tools:

  • Read
  • Write

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:

  1. SHIP - Create something real (code, content, product, demonstration)
  2. LEARN - Honest reflection on what happened
  3. 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):

# User provides path to file
FILE_PATH="/path/to/content.txt"

Use the Read tool to analyze the content.

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

Do NOT:

  • Summarize everything (focus on actionable parts)
  • List theory without application
  • Include "nice to know" vs "need to practice"

Step 3: Define the Quest

Help the user frame their learning goal:

Ask:

  1. "Based on this content, what do you want to achieve in 4-8 weeks?"
  2. "What would success look like? (Be specific)"
  3. "What's something concrete you could build/create/ship?"

Example good quest: "Ship 10 cold outreach messages and get 2 responses" Example bad quest: "Learn about sales" (too vague)

Step 4: Design Rep 1 (The First Iteration)

Break down the quest into the smallest shippable version:

Ask:

  • "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?"

Make it:

  • Concrete and specific
  • Completable in 1-7 days
  • Produces real evidence/artifact
  • Small enough to not be intimidating
  • Big enough to learn something meaningful

Step 5: Create the Rep Plan

Structure each rep with:

## Rep 1: [Specific Goal]

**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**:
1. [Concrete step 1]
2. [Concrete step 2]
3. [Concrete step 3]
...

**After Shipping - Reflection Questions**:
- What actually happened? (Be specific)
- What worked? What didn't?
- What surprised you?
- On a scale of 1-10, how did this rep go?
- What would you do differently next time?

Step 6: Map Future Reps (2-5)

Based on the content, suggest a progression:

## Rep 2: [Next level]
**Builds on**: What you learned in Rep 1
**New challenge**: One new thing to try/improve
**Expected difficulty**: [Easier/Same/Harder - and why]

## Rep 3: [Continue progression]
...

Progression principles:

  • 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]"

But: Always emphasize DOING over studying. Point to resources only when needed for the specific rep.

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**:
1. [Concrete step]
2. [Concrete step]
3. [Concrete step]
4. 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

Quest title should be:

  • Brief (3-6 words)
  • Descriptive of the main goal
  • Based on the content's core lesson/theme

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:

  1. Show them you've saved the plan: "✓ Saved to: [filename]"
  2. Give a brief overview of the quest
  3. Highlight Rep 1 (what's due this week)

Then ask:

  1. "When will you ship Rep 1?"
  2. "What's the one thing that might stop you? How will you handle it?"
  3. "Come back after you ship and we'll reflect + plan Rep 2"

Remember: You're not creating a curriculum. You're helping them ship something real, learn from it, and ship the next thing.

Let's help them ship.