Skill Cubed We Just Want the Results
A thought born from this tweet by levelsio
đAn idea by my friends @marckohlbrugge and @andreyazimov Add a SKILL.md to http://readmake.com so you can just load the book into Claude Code or Codex or Cursor etc. It makes your AI ship something fast, avoid scope creep and premature optimization, add a @stripe buy button to it immediately and launch it fast so you can validate your idea Itâs available for everyone who already got the book too and easy to load into your coding agent đ
Some books today have workbooks or exercise books where you can practice what is taught in order to learn it. What if that step is skipped in the future? What if, tomorrow, it becomes standard to ship your book with a SKILL.md (or whatever the standard will be in the near future)?[1] And if the workbook step is skipped entirely, the book â SKILL.md format means the author is writing directly for the machine/agent, which implements the lessons taught by the book. The âreaderâ is just lazily pushing play.
But.
Since there are hundreds of frameworks out there for more or less the same situation, each with its pros and cons depending on the context, one needs to have read the books, and maybe done the workbook exercises, in order to know which book skill to apply.
Unless.
A skill orchestrator could have access to all the skills and understand the context of the problem you are trying to solve. Now we are in the Skill Cubed regime. Because. We just want the results.
Having GPT-5.6-Luna analyze the above:
The strongest new idea is the progression:
book â skill â skill orchestrator
That is what makes âskill squaredâ and âSkill Cubedâ interesting. The book-to-skill converter creates one executable interpretation; the orchestrator selects and combines many interpretations.
But three parts need tightening.
First, âthe workbook step is skipped entirelyâ is too absolute. A skill can skip deliberate practice for routine applications, but not for judgment-heavy domains. The likely future is a split:
- simple problems: the agent applies the framework directly;
- ambiguous problems: the agent explains its framework choice and asks for human judgment;
- learning mode: the user still works through exercises.
Second, âthe reader is just lazily pushing playâ is rhetorically good, but it assumes that results are all people want. In practice, people want different things:
- results;
- understanding;
- confidence;
- transfer to unfamiliar situations;
- authorship or mastery.
The skill is excellent for the first. It may be weak for the others.
Third, the orchestrator does not eliminate the need to understand frameworks. It can select a framework, but selection is not the same as judgment. The dangerous failure mode is not that the orchestrator chooses nothing; it is that it confidently chooses the wrong framework because the situation resembles a known pattern.
Yeah, thatâs the non-cynical reading of it all. As a self-described autodidact and voracious learner, I would personally like to learn all these frameworks. I want to understand why a method works, where it fails, and when it applies. But there are so many, and so little time, that even for me, sometimes just pressing play is the âbestâ solution.
Always relevant: Donât Copy that Brainwave ~ A PSA for the future
Hey! This calls for a sequel. Skill Cubed Neon Shatter Version by Blindfolded Moles.
[Spoken Intro â filtered sample, machine hum]
Yo.
Used to buy the book.
Then came the workbook.
Then somebody said:
âWhy you doing all that?â
Just give the book to the machine.
[glitch â sub-bass enters]
âŠ
Wait.
What if the machine doesnât even need the book?
[beat drops â cyberpunk industrial hip-hop]
[Verse 1 â rhythmic half-spoken rap]
I got Lean on the shelf, Seven Habits in a stack
Blue Ocean, Zero to One, GTD in the back
Every guru got a matrix, every thinker got a map
Every problem got a framework thatâll tell me where Iâm at
Read the chapter, mark the margin, little Post-it on the side
Do the workbook, learn the method, let the lesson marinate
But my reading listâs a hydra, cut one down, another grows
Got a hundred ways to solve it and a finite brain to know
Then somebody dropped a SKILL.md
Said, âForget the exercise, give the book to the machineâ
Claude read Make, Codex shipped
Stripe button live before my coffee even dripped
Book in
Skill out
Knowledge got executable
Wisdom in a markdown file
Suddenly reusable
[Chorus â big melodic industrial-rock hook]
Skill squared
Book becomes the code
Load the little wisdom pack
And let the agent go
Skill Cubed
Now who picks the tool?
Got a skill to pick the skill
That picks the proper rule
Skill squared
I donât need to know?
Skill Cubed
I donât need to choose?
Push play
Ship fast
Tell me what I lose
[Verse 2 â fast syncopated rap, glitch percussion]
âCause Eisenhower says prioritize
Lean says test before you scale
Jobs says focus on the product
Taleb says expect to fail
Covey wants the principle
Ries wants the MVP
Porter builds a five-force castle
Kanban says, âJust show me threeâ
Every framework got religion
Every hammer sees a nail
Every bestseller got a diagram
Explaining why the others fail
So I need a meta-skill
Little manager upstairs
Looking at my messy problem
Picking thinkers from the shelves
[music cuts â terminal ambience]
âSituation detected:
high uncertainty,
low capital,
two founders,
one weekend.â
Roger that.
Deploy Lean Startup.
Hold up.
Maybe Effectuation.
Hold up.
Run both.
[instrumental reprise â chorus motif, heavier]
[Machine Interlude â cold synthetic voice]
Framework orchestration initiated.
Problem classified.
Confidence: 93.7 percent.
Selected methodology:
The Seven Habits of Highly Effective Lean Blue Ocean Startups.
Applying Habit Number One:
Ship it.
âŠ
Human judgment not required.
âŠ
Human judgment not found.
[Verse 3 â reflective half-time rap]
See, thatâs where my inner bookworm starts banging on the glass
Iâm an autodidact, baby, I wanna know the class
Why this method? Why this moment? Whereâs the trick? Where does it crack?
If the world flips upside down, can I find my own way back?
Knowing what to do ainât knowing why it worked
A recipe can make the dinner, doesnât make you Jacques PĂ©pin
GPS can get me somewhere, doesnât mean I know the town
And a skill can climb the ladder while Iâm staring from the ground
But damn.
There are ten thousand ladders
And my calendar says no
Got a lifetime worth of wisdom
And a Tuesday afternoon
So sometimes, yeah, Iâm reading
Sometimes pencil, paper, brain
Sometimes I want the whole damn theory
Sometimesâ
Press play.
[Break â minimalist kick, dry spoken vocal]
Press play.
âŠ
No, really.
I have a meeting at three.
Press play.
[Verse 4 â energetic rap, vocoder backing]
First we taught the agent books
Then we taught it how to choose
Then we taught it how to mix âem
Depending what we stand to lose
Take a little Stoic patience
Little Lean experimental speed
Little systems thinking over here
Design thinking where we need
Now the framework ainât a framework
Itâs a swarm inside the box
Tiny dead philosophers
Arguing around the clock
One says pivot
One says persevere
One says niche
One says expand
One says listen to the customer
One says customers donât understand
And somewhere in the middle
The orchestrator makes the call
And I just get a notification:
âDone.â
âŠ
Done what?
[Chorus â final, anthemic]
Skill squared
Book becomes the code
Load the little wisdom pack
And let the agent go
Skill Cubed
Now who picks the tool?
Got a skill to pick the skill
That picks the proper rule
Skill squared
Maybe I should know
Skill Cubed
Maybe I should choose
Push play
Ship fast
Know what youâre willing to lose
[Bridge â cinematic breakdown, rising distortion]
Donât copy that brainwave
Donât outsource the whole soul
A shortcut is a shortcut
Till you donât know where youâre going
Let the machine read Drucker
Let it memorize the shelf
Let it argue with the gurus
But keep a little judgment for yourself
âCause when every bookâs a button
And every button says âImproveâ
The rarest skill might not be knowing what to do
It might be knowing:
when not to move.
[Outro â degraded synth loop, human/machine voices]
Book.
Skill.
Orchestrator.
Book to skill.
Skill to skill.
SkillâŠ
cubed.
I still wanna read the book.
I justâ
also want the result by lunch.
Footnotes
[1] After some research, I found public skill libraries such as skills.sh and SkillMD, plus the Book-to-Skill repository and its Claude Code playbook, which turn a PDF or EPUB into a reusable agent skill. A book-to-skill skill. Skill squared.