ship-learn-next

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.

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Evaluation results

96%

74%

Cold Email Outreach: From Advice to Action

File saving and plan structure

Criteria

Without context

With context

File saved

100%

Filename prefix

100%

Filename quest title

100%

Quest Overview section

100%

Core Lessons count

100%

Rep 1 Ship Goal

100%

Rep 1 Success Criteria

100%

Rep 1 Timeline

100%

Rep 1 Action Steps

100%

Rep 1 Reflection Questions

100%

Rep 1 Resources Needed

100%

Rep 2 structure

100%

Save confirmation shown

100%

Rep 1 shipping question

75%

100%

Obstacle question

100%

Return after shipping prompt

33%

100%

10%

Building a Personal Brand: Turning Advice Into Motion

Actionable extraction over theory

Criteria

Without context

With context

Rep 1 within 7 days

100%

Rep 1 concrete deliverable

100%

No vague quest goal

100%

Actionable extraction, not theory

100%

No study plan pattern

100%

Source material referenced

100%

Article-specific workflow extracted

100%

What You'll Learn field

12%

100%

Rep 1 produces real evidence

100%

Minimal resources for Rep 1

62%

100%

Rep 2 built on Rep 1

100%

Rep 2 adds one element

100%

88%

19%

Photography Skills Course: Plan to Shoot, Not Just Study

Rep progression and course-to-plan mapping

Criteria

Without context

With context

Rep 1 uses available content only

100%

Rep 1 identified smallest project

100%

Rep 1 completable this week

100%

Rep 2 adds one new element

40%

60%

Rep 2 builds on Rep 1

100%

Rep 3-5 future path

50%

100%

Details evolve note

66%

Source content referenced in reps

100%

No study plan pattern

50%

100%

Rep 2 Expected difficulty

Progression toward goal

100%

Rep 1 reflection questions

33%

100%

Rep 2 ship goal

100%

Repository: softaworks/agent-toolkit
Commit: 3027f20

Evaluated: 30 days ago
Agent: Claude Code
Model: Claude Sonnet 4.6

Table of Contents

Cold Email Outreach: From Advice to Action Building a Personal Brand: Turning Advice Into Motion Photography Skills Course: Plan to Shoot, Not Just Study

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