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Subject: I stopped saving prompts and started training Claude like a coworker
From: Zach Chmael from Don't Feed The Algorithm <zchmael@substack.com>
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View this post on the web at https://zchmael.substack.com/p/i-stopped-savin=
g-prompts-and-started

Welcome to the people who have recently joined this strange little corner o=
f the internet where we discuss AI, ambition, taste, content systems, and t=
he ongoing psychological consequences of giving a chatbot a job title.
Very normal beat.
Don't Feed The Algorithm is a reader-supported publication. To receive new =
posts and support my work, consider becoming a free or paid subscriber.
Very stable hobby.
And if you have any other slightly deranged people in your life who you thi=
nk might want to join us here:
Today I want to talk about one of the least sexy and most useful shifts in =
how I use AI.
I stopped collecting prompts. I started training workflows.
This sounds like a productivity guy sentence, and for that I apologize. Som=
ewhere, a man with a cold plunge and a Notion affiliate link just felt a di=
sturbance in the force.
But I mean it in the least guru-ish way possible.
For a while, prompts were the whole game. Save the perfect prompt. Rewrite =
the prompt. Add more context. Add a role. Add constraints. Add examples. Ad=
d =E2=80=9Cthink step by step=E2=80=9D like you were sprinkling paprika on =
a very confused robot. Then paste the whole thing into a new chat and hope =
the machine remembered how to behave.
Sometimes it worked.
Often it sort of worked.
And =E2=80=9Csort of worked=E2=80=9D is where your afternoon goes to die.
Because then you spend forty minutes editing the output back into something=
 usable, muttering things like =E2=80=9Cno, not like that=E2=80=9D to a lap=
top while your coffee becomes whatever comes after room temperature. Spirit=
ually lukewarm. Legally beverage.
The problem was not that prompts were useless.
The problem was that prompts were too fragile for recurring work.
If I do the same kind of task every week, I do not want to re-explain my st=
andards from scratch every time. I do not want to dig through a prompt bank=
 like an archaeologist of my own former optimism. I do not want to paste a =
900-word incantation into Claude and pray it remembers that =E2=80=9Csharp =
but human=E2=80=9D does not mean =E2=80=9CLinkedIn carousel in a blazer.=E2=
=80=9D
I want the AI to have training.
Not vibes.
Training.
prompts are requests. skills are jobs.
Here is the simplest way I think about it:
A prompt is a request.
A skill is a job.
A prompt says, =E2=80=9CCan you help me do this thing right now?=E2=80=9D
A skill says, =E2=80=9CThis is how this job works here. These are the input=
s. These are the steps. These are the standards. These are the mistakes to =
avoid. These are the examples of good work. These are the things you should=
 never do unless a human explicitly approves them.=E2=80=9D
Different relationship.
Different output.
Different amount of me wanting to throw my laptop gently into a decorative =
pond.
This is why I have become mildly evangelical about skills, agents, saved wo=
rkflows, project instructions, memory systems, whatever your tool calls the=
m. The naming matters less than the shift underneath.
You are not trying to write the perfect prompt anymore.
You are trying to train a repeatable role.
That role might be small. It probably should be small. Big vague AI jobs ar=
e where chaos breeds. =E2=80=9CHelp me grow my brand=E2=80=9D is not a job.=
 That is a cry for help wearing a content strategy hat.
A better job is:
- turn this newsletter into five LinkedIn post angles
- review this draft against my voice and quality bar
- extract usable ideas from my meeting notes
- turn customer research into messaging insights
- find weak claims in this landing page
- summarize this week=E2=80=99s content performance and recommend one chang=
e
- prepare a first pass of outreach angles, but do not send anything
Small jobs.
Clear standards.
Human review.
That is where AI starts feeling less like a slot machine and more like a we=
irdly competent junior teammate who still needs supervision but no longer n=
eeds you to explain what a spreadsheet is every morning.
Progress.
the AI employee metaphor is useful, unfortunately
I do my best to resist metaphors that make me sound like I am about to sell=
 a course from a rented kitchen.
But the AI employee metaphor is annoyingly useful.
Imagine hiring someone part time to help with your content.
On day one, you would not say, =E2=80=9CWrite in my voice. Make it good. Be=
 strategic.=E2=80=9D
If you did, the person would smile politely, go home, and update their Link=
edIn to =E2=80=9Copen to work=E2=80=9D by dinner.
You would train them.
You would show them examples. You would explain the audience. You would tel=
l them what good looks like. You would give them the recurring tasks. You w=
ould review their first attempts. You would point out what was too generic,=
 too stiff, too cute, too long, too empty, too close to sounding like a fou=
nder announcing a seed round from inside a meditation app.
You would not expect them to become perfect because you said =E2=80=9Cact a=
s a world-class content strategist.=E2=80=9D
That phrase has done so much f*cking damage, man.
Jail.
Skills work because they treat AI less like a genius and more like a traine=
d role inside a system.
A newsletter editor should know your voice, your recurring bits, your banne=
d phrases, your preferred structure, your title style, your ending format, =
and the difference between a line that sounds like you and a line that soun=
ds like a SaaS company hired a comedian for an offsite.
A research assistant should know what sources matter, what counts as eviden=
ce, how to separate a real signal from engagement bait, and when to say =E2=
=80=9CI do not know=E2=80=9D instead of manufacturing confidence out of key=
board fumes.
A repurposing assistant should know that the goal is not to chop a long ess=
ay into content confetti. The goal is to find the sharpest ideas and reshap=
e them for the place they are going.
A growth assistant should know the difference between reach and relevance.
A brand assistant should know what you refuse.
This is where the advantage is.
Not one magic assistant.
A small team of trained helpers doing narrow jobs against your standards.
I know. We are dangerously close to saying =E2=80=9Ctiny weird teams=E2=80=
=9D again. I will behave.
Mostly.
build the skill after you do the work
There are a few ways to create these workflows.
You can write the whole instruction set up front.
You can download someone else=E2=80=99s.
You can ask AI to generate a skill from a prompt you already use.
All of that can work.
But my favorite method is still the least glamorous one=E2=80=A6 do the wor=
k once, then turn the process into a skill.
This is the difference between writing down a recipe from memory and cookin=
g the dish while someone watches.
If you write the recipe from memory, you will forget all the tiny decisions=
 that make it work. The heat level. The order. The moment you stop stirring=
=2E The fact that =E2=80=9Ca little sal=
t=E2=80=9D means one thing to you and=20=
a full legal event to someone else.
If you cook the dish together, the hidden process becomes visible.
Same thing with AI.
Do the workflow manually with the model first. Iterate. Correct it. Tell it=
 what missed. Tell it what worked. Show it examples. Get to an output you w=
ould actually use.
Then ask: We just worked through this workflow. Turn the process into a reu=
sable skill. Pull out the principles, inputs, steps, quality checks, and co=
mmon mistakes. Make it adaptable, not rigid, unless the task needs to run t=
he exact same way every time.
That last part matters.
Some workflows should be rigid. Meeting summaries, data reports, inbox tria=
ge, file naming, weekly status updates. Great. Give me the template. Make i=
t consistent. Let my future self not think.
But creative workflows need principles more than choreography.
If your carousel skill produces the same structure every time, congratulati=
ons, you have automated becoming boring. If your newsletter editor turns ev=
ery piece into the same arc, you have built a very efficient little machine=
 for sanding off your own fingerprints.
A good creative skill should know the standards without freezing the shape.
The shape is allowed to change.
The point is not.
what I would build first
If you are building your own AI operating system, do not start with somethi=
ng massive.
Do not build =E2=80=9Cmy entire life agent.=E2=80=9D
That way lies madness, calendar permissions, and eventually a very sincere =
apology email to someone named Greg. (yes, that may be coming from a real l=
ife experience=E2=80=A6 i=E2=80=99m still sorry Greg, hope your mom is doin=
g well).
Start with the repeated work you already do.
The stuff that happens every week.
The stuff you know how to do but hate restarting.
The stuff where you keep giving AI the same corrections.
That is where a skill belongs.
If I were starting from scratch, I would build five.
1. the voice and taste reviewer
This skill reads a draft and asks: does this sound like me, does it have a =
real point, and where does it smell like AI?
Not just grammar. Grammar is the floor. I want a reviewer that catches the =
lines that are polished but dead. The metaphors that are too familiar. The =
argument that has no enemy. The paragraph that sounds like it was grown in =
a lab for =E2=80=9Cfounder thought leadership.=E2=80=9D
Inputs:
- the draft
- a few strong examples of your writing
- your banned phrases
- your preferred rhythm
- the audience
- what the piece is trying to do
Outputs:
- what works
- what feels generic
- where the argument gets soft
- lines to cut
- stronger title ideas
- a revised version only after the critique
This is the one I would build first because AI makes okay writing cheap, wh=
ich means your quality bar has to get meaner.
Lovingly mean.
Like a friend who tells you the jacket is not working before you leave the =
apartment.
2. the idea capture processor
Most good content does not begin as content.
It begins as a voice memo while walking. A Slack rant. A note you wrote at =
11:43 p.m. that says =E2=80=9Ccontent =3D proof??=E2=80=9D with no further =
explanation, because apparently past you was busy being mysterious.
This skill turns raw scraps into usable material.
It should extract:
- the core idea
- why it matters
- who it is for
- what it connects to
- possible titles
- possible examples
- what still needs proof
- whether it is a post, essay, product idea, sales angle, or private note
The goal is not to publish faster.
The goal is to lose fewer good thoughts.
Very different.
Very adult.
Disgusting, but useful.
3. the repurposing strategist
Repurposing is one of those words that sounds easy until you do it badly.
Bad repurposing is copy-paste with a haircut.
Good repurposing understands the new format.
A Substack essay is not a LinkedIn post with a fancy gym membership. A Link=
edIn post is not a chopped-up newsletter section. A short video is not a pa=
ragraph read aloud while your eyes scream for help.
Each platform has a different job.
So the skill should not say, =E2=80=9Cturn this into ten posts.=E2=80=9D
It should ask:
- what is the strongest idea in this piece?
- what would stand alone without context?
- what would make someone argue, save, share, or reply?
- what should stay long-form because compressing it kills the nuance?
- what is the best hook for this specific platform?
The output should be a set of angles, not just derivatives.
Less content recycling.
More content choreography.
I regret that phrase slightly, but not enough to delete it. Onward.
4. the weekly learning loop
This is the boring one that makes everything else better.
Once a week, the skill reviews what you published, what performed, what got=
 replies, what felt most like you, what felt off, what took too long, and w=
hat should change next week.
Most creators and marketers skip this because it feels like homework. Also =
because looking at performance data can feel like inviting a tiny board of =
strangers to evaluate your soul while eating grapes.
But without a learning loop, you are just performing into the void and hopi=
ng the void has taste.
The skill should produce:
- what worked
- what did not
- why it may have worked
- what to repeat
- what to stop doing
- one experiment for next week
- one update to your voice/content system
Tiny loop.
Big compounding.
Annoyingly effective. You=E2=80=99ll thank me.
5. the proof and claim checker
This one matters more than people think.
AI makes it easy to say things with confidence.
Too easy.
A proof checker reviews a draft and asks: what claims are we making, which =
ones are supported, which ones need a source, which ones are too vague, and=
 which ones should be softened or cut?
For company content, this is not optional.
For personal writing, it is still useful because your reputation is not a s=
andbox environment.
Inputs:
- the draft
- approved proof points
- source links
- claims you are allowed to make
- claims that require confirmation
Outputs:
- supported claims
- unsupported claims
- suggested proof
- safer wording
- confidence level
This skill is not sexy.
Neither is brushing your teeth.
Still highly recommend.
the workflow is the product
The more I build with AI, the more I think the actual product is not the mo=
del.
The model matters. Obviously. Better models are better. I am not sitting he=
re pretending intelligence is irrelevant like a man trying to be contrarian=
 at a dinner party nobody invited him to (or the inbox of somebody who can=
=E2=80=99t remember why they subscribed, Hi =F0=9F=91=8B).
But the model is only part of the system.
The workflow is where the value lives.
The context.
The memory.
The reference materials.
The quality bar.
The review points.
The human decisions.
The feedback loop.
The small trained jobs that make the big messy work possible.
This is true for creators. It is true for operators. It is true for marketi=
ng teams. It is especially true for companies trying to use AI without turn=
ing their brand into a content smoothie.
That is a lot of what we are building toward with Averi [ https://link.sbst=
ck.com/redirect/dc07985d-da8d-4db7-9622-c16109c04ec7?j=3DeyJ1IjoiNXFxeXF4In=
0.h9dEDbGj64cTNudluPwbMYWklSu8UKGoFv6eWS-HyoA ]: not just =E2=80=9CAI write=
s content,=E2=80=9D because that is too small and frankly a little depressi=
ng. The bigger idea is an AI content engine that understands the strategy, =
the brand, the proof, the workflow, the publishing system, and the learning=
 loop.
Not a prompt.
A machine around the work.
And not a machine that replaces taste.
A machine that makes taste easier to apply repeatedly without needing every=
 Tuesday to become a dramatic act of creative heroism.
the point is not to have more AI. the point is to have less restart.
This is the thing I would tell anyone trying to use AI better=E2=80=A6
Stop optimizing for clever prompts. Optimize for less restart.
Every time you explain the same context again, that is a system leak.
Every time you give the same correction again, that is a training opportuni=
ty.
Every time you manually rebuild the same workflow, that is a skill waiting =
to exist.
Every time the output is technically fine but not yours, that is a standard=
 you have not encoded yet.
The goal is not to remove yourself from the work.
Please do not remove yourself from the work.
That is how we get the internet equivalent of unseasoned chicken wearing Al=
lbirds. I don=E2=80=99t even know at this point=E2=80=A6 felt right.
The goal is to remove the repetitive setup around the work so the human par=
t has more energy.
More energy for taste.
More energy for strategy.
More energy for the decision that this line is almost right but not alive.
More energy for the thing only you can actually do.
This is why skills matter.
Not because they are a cute feature.
Not because they make AI feel more futuristic.
Because they turn =E2=80=9CAI help=E2=80=9D from a series of disconnected c=
hats into a trained operating system around how you actually work.
That is the shift.
Prompts are disposable.
Skills compound.
And if you are using AI every week for the same kind of work, the question =
is not whether you need a better prompt.
The question is whether you have been accidentally training an employee in =
your head while making the same corrections over and over like a sleep-depr=
ived middle manager in a Patagonia vest.
If yes, congratulations.
You have the raw material for a skill.
Now write the SOP.
Train the tiny coworker.
Give it a job.
Keep your taste in charge.
-zc
P.S. If you want the practical version=E2=80=A6 pick one recurring task thi=
s week, do it with AI, iterate until it works, then ask the model to turn t=
he process into a reusable skill. Do not start with your whole life. Start =
with the thing you keep explaining twice. Subscribe if you want more notes =
on AI systems, content engines, taste, ambition, and how to build useful ma=
chinery without becoming a man who says =E2=80=9Cworkflow=E2=80=9D too much=
 at brunch.
Rabbit hole for the overcaffeinated
- Anthropic: Building effective agents [ https://link.sbstck.com/redirect/8=
d69560f-c4a2-409f-9af2-5b73859612b2?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cTNud=
luPwbMYWklSu8UKGoFv6eWS-HyoA ] =E2=80=94 useful mental model for workflows,=
 tools, context, and evaluation instead of magic autonomy.
- Anthropic docs: [Claude Skills overview [ https://link.sbstck.com/redirec=
t/79f3784b-42a9-4755-9e3a-2e291bab5b4d?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cT=
NudluPwbMYWklSu8UKGoFv6eWS-HyoA ]] =E2=80=94 the official rabbit hole for h=
ow skills work in Claude.
- Simon Willison: Imitation Intelligence, my keynote for PyCon US 2024 [ ht=
tps://link.sbstck.com/redirect/40501c2b-ef89-4810-88e0-b7553bf1a39a?j=3DeyJ=
1IjoiNXFxeXF4In0.h9dEDbGj64cTNudluPwbMYWklSu8UKGoFv6eWS-HyoA ] =E2=80=94 us=
eful if you want a more technical, builder-minded lens on what LLMs are goo=
d at and where tools/context matter.
- Ethan Mollick: On holding back the strange AI tide [ https://link.sbstck.=
com/redirect/f087d162-bb62-4bdc-8438-16c4471043a8?j=3DeyJ1IjoiNXFxeXF4In0.h=
9dEDbGj64cTNudluPwbMYWklSu8UKGoFv6eWS-HyoA ] =E2=80=94 good context for why=
 learning by doing beats waiting for perfect clarity.
- Averi: averi.ai [ https://link.sbstck.com/redirect/d3921ff4-9026-4761-a3d=
9-07713aa53804?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cTNudluPwbMYWklSu8UKGoFv6e=
WS-HyoA ] =E2=80=94 the place we are building this kind of strategy/context=
/workflow loop for marketing and content teams.
Don't Feed The Algorithm is a reader-supported publication. To receive new =
posts and support my work, consider becoming a free or paid subscriber.

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  .typography .pullquote-align-center,
  .typography.editor .pullquote-align-center {
    float: none;
    margin: 0 auto;
    width: 100%;
    max-width: 100%;
  }
}
@media all and (-ms-high-contrast: none), (-ms-high-contrast: active) {
  .typography .markup table.image-wrapper img,
  .typography.editor .markup table.image-wrapper img,
  .typography .markup table.kindle-wrapper img,
  .typography.editor .markup table.kindle-wrapper img {
    max-width: 550px;
  }
}
@media (min-width: 1024px) {
  .typography:not(:has(#toc)) .captioned-image-container figure:has(> a.ima=
ge2-offset-left),
  .typography.editor:not(:has(#toc)) .captioned-image-container figure:has(=
> a.image2-offset-left) {
    margin-left: var(--image-offset-margin);
  }
  .typography:not(:has(#toc)) .captioned-image-container figure:has(> a.ima=
ge2-offset-right),
  .typography.editor:not(:has(#toc)) .captioned-image-container figure:has(=
> a.image2-offset-right) {
    margin-right: var(--image-offset-margin);
  }
}
@media (min-width: 1300px) {
  .typography .captioned-image-container figure:has(> a.image2-offset-left)=
,
  .typography.editor .captioned-image-container figure:has(> a.image2-offse=
t-left) {
    margin-left: var(--image-offset-margin);
  }
  .typography .captioned-image-container figure:has(> a.image2-offset-right=
),
  .typography.editor .captioned-image-container figure:has(> a.image2-offse=
t-right) {
    margin-right: var(--image-offset-margin);
  }
}
@media (max-width: 1024px) {
  .typography,
  .typography.editor {
    /* Disable offset on mobile/tablet */
  }
  .typography .captioned-image-container figure:has(> a.image2-align-left),
  .typography.editor .captioned-image-container figure:has(> a.image2-align=
-left),
  .typography .captioned-image-container figure:has(> a.image2-align-right)=
,
  .typography.editor .captioned-image-container figure:has(> a.image2-align=
-right) {
    float: none;
    margin: 1em auto;
    max-width: 100%;
    width: auto;
    padding: 0;
  }
  .typography .captioned-image-container figure:has(> a.image2-align-left.t=
hefp),
  .typography.editor .captioned-image-container figure:has(> a.image2-align=
-left.thefp),
  .typography .captioned-image-container figure:has(> a.image2-align-right.=
thefp),
  .typography.editor .captioned-image-container figure:has(> a.image2-align=
-right.thefp) {
    margin: 1em auto;
  }
  .typography .captioned-image-container figure:has(> a.image2-offset-left)=
,
  .typography.editor .captioned-image-container figure:has(> a.image2-offse=
t-left),
  .typography .captioned-image-container figure:has(> a.image2-offset-right=
),
  .typography.editor .captioned-image-container figure:has(> a.image2-offse=
t-right) {
    margin: 1em auto;
  }
  .typography .captioned-image-container figure:has(> a.image2-align-left) =
=2Eimage2-inset,
  .typography.editor .captioned-image-container figure:has(> a.image2-align=
-left) .image2-inset,
  .typography .captioned-image-container figure:has(> a.image2-align-right)=
 .image2-inset,
  .typography.editor .captioned-image-container figure:has(> a.image2-align=
-right) .image2-inset {
    display: block;
    justify-content: initial;
  }
}
@media (max-width: 768px) {
  .typography .markup div.sponsorship-campaign-embed,
  .typography.editor .markup div.sponsorship-campaign-embed {
    margin-top: 24px;
    margin-bottom: 24px;
  }
  .typography .markup div.sponsorship-campaign-embed:first-child,
  .typography.editor .markup div.sponsorship-campaign-embed:first-child {
    margin-top: 0px;
  }
}
@media screen and (max-width: 650px) {
  .typography .markup div.youtube-overlay,
  .typography.editor .markup div.youtube-overlay,
  .typography .markup div.vimeo-overlay,
  .typography.editor .markup div.vimeo-overlay {
    display: none !important;
  }
}
@media screen and (max-width: 370px) {
  .typography .markup div.tiktok-wrap,
  .typography.editor .markup div.tiktok-wrap {
    width: calc(95vw - 32px);
    height: calc((95vw - 32px - 2px) / 0.485714);
  }
}
@media screen and (max-width: 650px) {
  .typography .markup div.embedded-publication-wrap .embedded-publication.s=
how-subscribe,
  .typography.editor .markup div.embedded-publication-wrap .embedded-public=
ation.show-subscribe {
    padding: 24px;
  }
}
@media screen and (max-width: 650px) {
  .typography .markup div.subscription-widget-wrap .subscription-widget.sho=
w-subscribe,
  .typography.editor .markup div.subscription-widget-wrap .subscription-wid=
get.show-subscribe,
  .typography .markup div.subscription-widget-wrap-editor .subscription-wid=
get.show-subscribe,
  .typography.editor .markup div.subscription-widget-wrap-editor .subscript=
ion-widget.show-subscribe,
  .typography .markup div.captioned-button-wrap .subscription-widget.show-s=
ubscribe,
  .typography.editor .markup div.captioned-button-wrap .subscription-widget=
=2Eshow-subscribe {
    padding: 0px 24px;
  }
}
@media screen and (max-width: 650px) {
  .typography .markup div.subscription-widget-wrap .subscription-widget.sho=
w-subscribe .subscription-widget-subscribe .button,
  .typography.editor .markup div.subscription-widget-wrap .subscription-wid=
get.show-subscribe .subscription-widget-subscribe .button,
  .typography .markup div.subscription-widget-wrap-editor .subscription-wid=
get.show-subscribe .subscription-widget-subscribe .button,
  .typography.editor .markup div.subscription-widget-wrap-editor .subscript=
ion-widget.show-subscribe .subscription-widget-subscribe .button,
  .typography .markup div.captioned-button-wrap .subscription-widget.show-s=
ubscribe .subscription-widget-subscribe .button,
  .typography.editor .markup div.captioned-button-wrap .subscription-widget=
=2Eshow-subscribe .subscription-widget-subscribe .button {
    padding: 10px 12px;
    min-width: 110px;
  }
}
@media (max-width: 650px) {
  .typography .markup .twitter-embed,
  .typography.editor .markup .twitter-embed,
  .typography .markup .tweet,
  .typography.editor .markup .tweet {
    padding: 12px;
  }
}
@media (max-width: 650px) {
  .typography .markup .twitter-embed .tweet-text,
  .typography.editor .markup .twitter-embed .tweet-text,
  .typography .markup .tweet .tweet-text,
  .typography.editor .markup .tweet .tweet-text {
    font-size: 14px;
    line-height: 20px;
  }
}
@media (max-width: 650px) {
  .typography .markup .twitter-embed .tweet-photos-container.two,
  .typography.editor .markup .twitter-embed .tweet-photos-container.two,
  .typography .markup .tweet .tweet-photos-container.two,
  .typography.editor .markup .tweet .tweet-photos-container.two,
  .typography .markup .twitter-embed .tweet-photos-container.three,
  .typography.editor .markup .twitter-embed .tweet-photos-container.three,
  .typography .markup .tweet .tweet-photos-container.three,
  .typography.editor .markup .tweet .tweet-photos-container.three,
  .typography .markup .twitter-embed .tweet-photos-container.four,
  .typography.editor .markup .twitter-embed .tweet-photos-container.four,
  .typography .markup .tweet .tweet-photos-container.four,
  .typography.editor .markup .tweet .tweet-photos-container.four {
    height: 200px;
  }
}
@media (max-width: 650px) {
  .typography .markup .twitter-embed a.expanded-link .expanded-link-img,
  .typography.editor .markup .twitter-embed a.expanded-link .expanded-link-=
img,
  .typography .markup .tweet a.expanded-link .expanded-link-img,
  .typography.editor .markup .tweet a.expanded-link .expanded-link-img {
    max-height: 180px;
  }
}
@media (max-width: 650px) {
  .typography .markup .twitter-embed a.expanded-link .expanded-link-descrip=
tion,
  .typography.editor .markup .twitter-embed a.expanded-link .expanded-link-=
description,
  .typography .markup .tweet a.expanded-link .expanded-link-description,
  .typography.editor .markup .tweet a.expanded-link .expanded-link-descript=
ion {
    display: none;
  }
}
@media screen and (max-width: 650px) {
  .typography .markup .apple-podcast-container,
  .typography.editor .markup .apple-podcast-container {
    width: unset;
  }
}
@media (max-width: 420px) {
  .typography .markup .install-substack-app-embed img.install-substack-app-=
embed-img,
  .typography.editor .markup .install-substack-app-embed img.install-substa=
ck-app-embed-img {
    margin: 0 auto 16px auto;
  }
}
@media (max-width: 420px) {
  .typography .markup .install-substack-app-embed .install-substack-app-emb=
ed-text,
  .typography.editor .markup .install-substack-app-embed .install-substack-=
app-embed-text {
    margin: 0 0 12px 0;
    max-width: 100%;
    width: auto;
    text-align: center;
  }
}
@media (max-width: 420px) {
  .typography .markup .install-substack-app-embed .install-substack-app-emb=
ed-link,
  .typography.editor .markup .install-substack-app-embed .install-substack-=
app-embed-link {
    display: flex;
    justify-content: center;
  }
}
@media screen and (min-width: 481px) {
  .share-button-container {
    height: 38px;
  }
}
@media screen and (min-width: 481px) {
  .share-button-container a.comment {
    height: 38px;
    line-height: 38px;
    padding-right: 10px;
  }
}
@media screen and (max-width: 480px) {
  .share-button-container .separator {
    display: block;
    margin: 0;
    height: 8px;
    border-left: none;
  }
}
@media screen and (max-width: 480px) {
  .share-button-container a.share.first img {
    padding-left: 0;
  }
}
@media screen and (min-width: 481px) {
  .share-button-container a.mobile {
    display: none !important;
  }
}
@media screen and (min-width: 541px) {
  .settings-add-pub-modal-wrapper .container .add-recommending-pub-modal-co=
ntainer {
    padding: 36px;
    height: 680px;
  }
}
@media screen and (min-width: 541px) {
  .settings-add-pub-modal-wrapper .container .add-recommending-pub-modal-co=
ntainer .footer {
    position: absolute;
    bottom: 36px;
    margin: 0px;
  }
}
@media screen and (max-width: 650px) {
  .header-anchor-parent {
    display: none;
  }
}
@media screen and (max-width: 768px) {
  .post {
    padding: 16px 0 0 0;
  }
}
@media screen and (max-width: 650px) {
  .post .post-header .post-label {
    margin-top: 8px;
  }
}
@media screen and (max-width: 650px) {
  .post .post-header .meta-author-wrap.alternative-meta .meta-right-column =
=2Epost-meta {
    margin-top: 6px;
  }
}
@media screen and (max-width: 650px) {
  .post .footer-facepile-container {
    height: 64px;
    padding: 0 16px;
    display: flex;
    align-items: center;
    justify-content: flex-start;
    width: 100%;
  }
}
@media screen and (max-width: 650px) {
  .post .post-footer.use-separators {
    justify-content: center;
  }
}
@media screen and (max-width: 650px) {
  .post .post-footer.next-prev {
    height: 64px;
    justify-content: space-between;
    box-sizing: border-box;
  }
}
@media screen and (max-width: 650px) {
  .post-contributor-footer .post-contributor-bio-table {
    display: block;
  }
  .post-contributor-footer .post-contributor-bio-table-row {
    display: flex;
    flex-direction: row;
  }
  .post-contributor-footer .post-contributor-bio-userhead-cell,
  .post-contributor-footer .post-contributor-bio-body-cell {
    display: block;
  }
  .post-contributor-footer .post-contributor-bio-body-cell {
    flex-grow: 1;
  }
  .post-contributor-footer .post-contributor-bio-body-table {
    display: block;
  }
  .post-contributor-footer .post-contributor-bio-body-table-row {
    display: block;
  }
  .post-contributor-footer .post-contributor-bio-copy-cell,
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    display: block;
  }
  .post-contributor-footer .post-contributor-bio-copy-cell {
    margin: 0 0 16px 0;
  }
  .post-contributor-footer .post-contributor-bio-controls-cell {
    width: auto;
  }
  .post-contributor-footer .post-contributor-bio-controls {
    margin: auto;
  }
  .post-contributor-footer .post-contributor-bio-controls .button.primary {
    width: 100%;
  }
  .post-contributor-footer .post-contributor-bio-text {
    font-size: 14px;
  }
}
@media screen and (min-width: 768px) {
  .post-silhouette {
    padding: 32px 0;
  }
}
@media screen and (max-width: 650px) {
  .post-silhouette .post-silhouette-title {
    margin-top: 10.44225025px;
    height: 120px;
  }
}
@media screen and (max-width: 650px) {
  .post-silhouette .post-silhouette-meta {
    width: 75%;
  }
}
@media screen and (max-width: 650px) {
  .post-silhouette .post-silhouette-meta.with-byline-image {
    margin: 20px 0;
  }
}
@media screen and (max-width: 650px) {
  .use-theme-bg .post-meta.alternative-meta .post-meta-item,
  .post-meta.alternative-meta .post-meta-item {
    padding-right: 16px;
  }
}
@media screen and (max-width: 370px) {
  .use-theme-bg .post-meta.alternative-meta .post-meta-item,
  .post-meta.alternative-meta .post-meta-item {
    font-size: 14px;
  }
}
@media screen and (max-width: 650px) {
  .use-theme-bg .post-meta.alternative-meta .post-meta-item.guest-author-pu=
blication,
  .post-meta.alternative-meta .post-meta-item.guest-author-publication {
    display: none;
  }
}
@media screen and (max-width: 370px) {
  .post-meta .post-meta-item .post-meta-button {
    height: 36px !important;
    /* important to override in-line height style on emails */
  }
  .post-meta .post-meta-item .post-meta-button .meta-button-label {
    display: none;
  }
  .post-meta .post-meta-item .post-meta-button > svg {
    margin-right: 0;
  }
}
@media screen and (max-width: 370px) {
  .post-meta .post-meta-item {
    font-size: 12px;
  }
}
@media screen and (max-width: 650px) {
  .post .floating-subscribe-button {
    bottom: 20px;
    right: 20px;
  }
}
@media (max-width: 1024px) {
  body .pullquote-align-left,
  body .pullquote-align-right,
  body .pullquote-align-wide,
  body .pullquote-align-center {
    float: none;
    margin: 0 auto;
    width: 100%;
    max-width: 100%;
  }
}
@media all and (-ms-high-contrast: none), (-ms-high-contrast: active) {
  body .markup table.image-wrapper img,
  body .markup table.kindle-wrapper img {
    max-width: 550px;
  }
}
@media (min-width: 1024px) {
  body:not(:has(#toc)) .captioned-image-container figure:has(> a.image2-off=
set-left) {
    margin-left: var(--image-offset-margin);
  }
  body:not(:has(#toc)) .captioned-image-container figure:has(> a.image2-off=
set-right) {
    margin-right: var(--image-offset-margin);
  }
}
@media (min-width: 1300px) {
  body .captioned-image-container figure:has(> a.image2-offset-left) {
    margin-left: var(--image-offset-margin);
  }
  body .captioned-image-container figure:has(> a.image2-offset-right) {
    margin-right: var(--image-offset-margin);
  }
}
@media (max-width: 1024px) {
  body {
    /* Disable offset on mobile/tablet */
  }
  body .captioned-image-container figure:has(> a.image2-align-left),
  body .captioned-image-container figure:has(> a.image2-align-right) {
    float: none;
    margin: 1em auto;
    max-width: 100%;
    width: auto;
    padding: 0;
  }
  body .captioned-image-container figure:has(> a.image2-align-left.thefp),
  body .captioned-image-container figure:has(> a.image2-align-right.thefp) =
{
    margin: 1em auto;
  }
  body .captioned-image-container figure:has(> a.image2-offset-left),
  body .captioned-image-container figure:has(> a.image2-offset-right) {
    margin: 1em auto;
  }
  body .captioned-image-container figure:has(> a.image2-align-left) .image2=
-inset,
  body .captioned-image-container figure:has(> a.image2-align-right) .image=
2-inset {
    display: block;
    justify-content: initial;
  }
}
@media (max-width: 768px) {
  body .markup div.sponsorship-campaign-embed {
    margin-top: 24px;
    margin-bottom: 24px;
  }
  body .markup div.sponsorship-campaign-embed:first-child {
    margin-top: 0px;
  }
}
@media screen and (max-width: 650px) {
  body .markup div.youtube-overlay,
  body .markup div.vimeo-overlay {
    display: none !important;
  }
}
@media screen and (max-width: 370px) {
  body .markup div.tiktok-wrap {
    width: calc(95vw - 32px);
    height: calc((95vw - 32px - 2px) / 0.485714);
  }
}
@media screen and (max-width: 650px) {
  body .markup div.embedded-publication-wrap .embedded-publication.show-sub=
scribe {
    padding: 24px;
  }
}
@media screen and (max-width: 650px) {
  body .markup div.subscription-widget-wrap .subscription-widget.show-subsc=
ribe,
  body .markup div.subscription-widget-wrap-editor .subscription-widget.sho=
w-subscribe,
  body .markup div.captioned-button-wrap .subscription-widget.show-subscrib=
e {
    padding: 0px 24px;
  }
}
@media screen and (max-width: 650px) {
  body .markup div.subscription-widget-wrap .subscription-widget.show-subsc=
ribe .subscription-widget-subscribe .button,
  body .markup div.subscription-widget-wrap-editor .subscription-widget.sho=
w-subscribe .subscription-widget-subscribe .button,
  body .markup div.captioned-button-wrap .subscription-widget.show-subscrib=
e .subscription-widget-subscribe .button {
    padding: 10px 12px;
    min-width: 110px;
  }
}
@media (max-width: 650px) {
  body .markup .twitter-embed,
  body .markup .tweet {
    padding: 12px;
  }
}
@media (max-width: 650px) {
  body .markup .twitter-embed .tweet-text,
  body .markup .tweet .tweet-text {
    font-size: 14px;
    line-height: 20px;
  }
}
@media (max-width: 650px) {
  body .markup .twitter-embed .tweet-photos-container.two,
  body .markup .tweet .tweet-photos-container.two,
  body .markup .twitter-embed .tweet-photos-container.three,
  body .markup .tweet .tweet-photos-container.three,
  body .markup .twitter-embed .tweet-photos-container.four,
  body .markup .tweet .tweet-photos-container.four {
    height: 200px;
  }
}
@media (max-width: 650px) {
  body .markup .twitter-embed a.expanded-link .expanded-link-img,
  body .markup .tweet a.expanded-link .expanded-link-img {
    max-height: 180px;
  }
}
@media (max-width: 650px) {
  body .markup .twitter-embed a.expanded-link .expanded-link-description,
  body .markup .tweet a.expanded-link .expanded-link-description {
    display: none;
  }
}
@media screen and (max-width: 650px) {
  body .markup .apple-podcast-container {
    width: unset;
  }
}
@media (max-width: 420px) {
  body .markup .install-substack-app-embed img.install-substack-app-embed-i=
mg {
    margin: 0 auto 16px auto;
  }
}
@media (max-width: 420px) {
  body .markup .install-substack-app-embed .install-substack-app-embed-text=
 {
    margin: 0 0 12px 0;
    max-width: 100%;
    width: auto;
    text-align: center;
  }
}
@media (max-width: 420px) {
  body .markup .install-substack-app-embed .install-substack-app-embed-link=
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    display: flex;
    justify-content: center;
  }
}
@media screen and (min-width: 500px) {
  body .header a.logo {
    width: 42px;
    height: 42px;
    border-radius: 12px;
  }
}
@media screen and (max-width: 420px) {
  body .subscription-receipt table:first-of-type .subscription-amount .subs=
cription-discount {
    width: 72px !important;
  }
}
@media screen and (min-width: 481px) {
  body .share-button-container {
    height: auto;
  }
}
@media screen and (max-width: 480px) {
  body .share-button-container .separator {
    display: block !important;
    margin: 0 !important;
    height: 8px !important;
    border-left: none !important;
  }
}
@media screen and (max-width: 650px) {
  .digest .item .post-meta-item.audience {
    display: none;
  }
}
@media screen and (min-width: 500px) {
  .digest-publication .logo img {
    width: 42px;
    height: 42px;
    border-radius: 8px;
  }
}
@media screen and (max-width: 650px) {
  .comments-page .container .comment-list .collapsed-reply {
    margin-left: calc(10 + 32px - 24px);
  }
}
@media screen and (max-width: 650px) {
  .comment > .comment-list {
    padding-left: 24px;
  }
}
@media screen and (max-width: 650px) {
  .finish-magic-login-modal .modal-content .container {
    padding: 24px 0;
  }
}
@media (max-width: 650px) {
  .reader2-text-b3 {
    line-height: 24px;
  }
}
@media screen and (max-width: 650px) {
  .reader2-text-h4 {
    line-height: 24px;
  }
}
@media screen and (min-width: 541px) {
  .user-profile-modal {
    padding-left: 12px;
    padding-right: 12px;
  }
}
@media screen and (max-width: 650px) {
  .subscribe-widget form.form .sideBySideWrap button.rightButton {
    padding: 10px 12px;
  }
}
@media screen and (min-width: 541px) {
  .pub-icon:hover .logo-hover,
  .feed-item-icon:hover .logo-hover {
    display: block;
  }
}
@media screen and (max-width: 650px) {
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none;font-size:1px;color:#333333;line-height:1px;max-height:0px;max-width:0=
px;opacity:0;overflow:hidden;">Prompt banks are where good intentions go to=
 become digital compost. The better move is turning repeatable work into tr=
ained systems that know your standards, your taste, and which parts to touc=
h.</div><div class=3D"preview" style=3D"display:none;font-size:1px;color:#3=
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9; &#173;&#847; &nbsp; &#8199; &#173;&#847; &nbsp; &#8199; &#173;&#847; &nb=
sp; &#8199; &#173;&#847; &nbsp; &#8199; &#173;&#847; &nbsp; &#8199; &#173;&=
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p; &#8199; &#173;&#847; &nbsp; &#8199; &#173;&#847; &nbsp; &#8199; &#173;&#=
847; &nbsp; &#8199; &#173;&#847; &nbsp; &#8199; &#173;</div><table class=3D=
"email-body-container" role=3D"presentation" width=3D"100%" border=3D"0" ce=
llspacing=3D"0" cellpadding=3D"0"><tbody><tr><td></td><td class=3D"content"=
 width=3D"550"></td><td></td></tr><tr><td></td><td class=3D"content" width=
=3D"550" align=3D"left"><div style=3D"font-size: 16px;line-height: 26px;max=
-width: 550px;width: 100%;margin: 0 auto;overflow-wrap: break-word;"><table=
 role=3D"presentation" width=3D"100%" border=3D"0" cellspacing=3D"0" cellpa=
dding=3D"0"><tbody><tr><td align=3D"right" style=3D"height:20px;"><table ro=
le=3D"presentation" width=3D"auto" border=3D"0" cellspacing=3D"0" cellpaddi=
ng=3D"0"><tbody><tr><td style=3D"vertical-align:middle;"><span class=3D"pen=
craft pc-reset reset-IxiVJZ tw-font-body tw-text-ssm tw-text-substack-secon=
dary" style=3D"font-family: SF Pro Text, -apple-system, system-ui, BlinkMac=
SystemFont, Inter, Segoe UI, Roboto, Helvetica, Arial, sans-serif, Apple Co=
lor Emoji, Segoe UI Emoji, Segoe UI Symbol;font-size: 13px;color: unset;lis=
t-style: none;text-decoration: unset;margin: 0;"><div class=3D"pencraft pc-=
reset align-right-VJbKw5 size-12-mmZ61m reset-IxiVJZ" style=3D"list-style: =
none;color: unset;text-align: right;font-size: 12px;line-height: 16px;text-=
decoration: unset;margin: 0;"><span class=3D"pencraft pc-reset reset-IxiVJZ=
" translated=3D"" style=3D"list-style: none;color: unset;text-decoration: u=
nset;margin: 0;">Forwarded this email? <a class=3D"pencraft pc-reset decora=
tion-underline-ClTkYc reset-IxiVJZ" href=3D"https://substack.com/redirect/2=
/eyJlIjoiaHR0cHM6Ly96Y2htYWVsLnN1YnN0YWNrLmNvbS9zdWJzY3JpYmU_dXRtX3NvdXJjZT=
1lbWFpbCZ1dG1fY2FtcGFpZ249ZW1haWwtc3Vic2NyaWJlJnI9NXFxeXF4Jm5leHQ9aHR0cHMlM=
0ElMkYlMkZ6Y2htYWVsLnN1YnN0YWNrLmNvbSUyRnAlMkZpLXN0b3BwZWQtc2F2aW5nLXByb21w=
dHMtYW5kLXN0YXJ0ZWQiLCJwIjoyMDA2NjkwNDQsInMiOjQ5ODc5MDcsImYiOnRydWUsInUiOjM=
0NzI1ODk4NSwiaWF0IjoxNzgxNDgxNjU3LCJleHAiOjIwOTcwNTc2NTcsImlzcyI6InB1Yi0wIi=
wic3ViIjoibGluay1yZWRpcmVjdCJ9.7ctkqOc76LMItROEcghZkfozfPJqlL8mERgjisVGgK0?=
" style=3D"list-style: none;color: unset;text-decoration: unset;margin: 0;-=
webkit-text-decoration-line: underline;text-decoration-line: underline;">Su=
bscribe here</a> for more</span></div></span></td></tr></tbody></table></td=
></tr></tbody></table><div class=3D"post typography" dir=3D"auto" style=3D"=
--image-offset-margin: -120px;padding: 32px 0 0 0;font-size: 16px;line-heig=
ht: 26px;"><div class=3D"post-header" role=3D"region" aria-label=3D"Post he=
ader" style=3D"font-size: 16px;line-height: 26px;"><h1 class=3D"post-title =
published title-X77sOw" dir=3D"auto" style=3D"direction: auto;text-align: s=
tart;unicode-bidi: isolate;color: rgb(54,55,55);font-family: 'SF Pro Displa=
y',-apple-system-headline,system-ui,-apple-system,BlinkMacSystemFont,'Segoe=
 UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji'=
,'Segoe UI Symbol';font-weight: bold;-webkit-font-smoothing: antialiased;-m=
oz-osx-font-smoothing: antialiased;-webkit-appearance: optimizelegibility;-=
moz-appearance: optimizelegibility;appearance: optimizelegibility;margin: 0=
;line-height: 36px;font-size: 32px;"><a href=3D"https://substack.com/app-li=
nk/post?publication_id=3D4987907&post_id=3D200669044&utm_source=3Dpost-emai=
l-title&utm_campaign=3Demail-post-title&isFreemail=3Dtrue&r=3D5qqyqx&token=
=3DeyJ1c2VyX2lkIjozNDcyNTg5ODUsInBvc3RfaWQiOjIwMDY2OTA0NCwiaWF0IjoxNzgxNDgx=
NjU3LCJleHAiOjE3ODQwNzM2NTcsImlzcyI6InB1Yi00OTg3OTA3Iiwic3ViIjoicG9zdC1yZWF=
jdGlvbiJ9.GXlVl1IcDwgad5ycOtY8hwHIbOgVEswVFXBqVIk8CzE" style=3D"color: rgb(=
54,55,55);text-decoration: none;">I stopped saving prompts and started trai=
ning Claude like a coworker</a></h1><h3 class=3D"subtitle subtitle-HEEcLo" =
dir=3D"auto" style=3D"direction: auto;text-align: start;unicode-bidi: isola=
te;font-family: 'SF Pro Display',-apple-system-headline,system-ui,-apple-sy=
stem,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple=
 Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: normal;-webki=
t-font-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-webkit-=
appearance: optimizelegibility;-moz-appearance: optimizelegibility;appearan=
ce: optimizelegibility;margin: 4px 0 0;color: #777777;line-height: 24px;fon=
t-size: 18px;margin-top: 12px;">Prompt banks are where good intentions go t=
o become digital compost. The better move is turning repeatable work into t=
rained systems that know your standards, your taste, and which parts to tou=
ch. </h3><table class=3D"post-meta" role=3D"presentation" width=3D"100%" bo=
rder=3D"0" cellspacing=3D"0" cellpadding=3D"0" style=3D"margin: 1em 0;heigh=
t: 20px;align-items: center;"><tbody><tr><td><table role=3D"presentation" w=
idth=3D"auto" border=3D"0" cellspacing=3D"0" cellpadding=3D"0"><tbody><tr><=
td><table role=3D"presentation" width=3D"auto" border=3D"0" cellspacing=3D"=
0" cellpadding=3D"0"><tbody><tr><td style=3D"vertical-align:middle;"><div c=
lass=3D"pencraft pc-reset color-primary-zABazT line-height-20-t4M0El font-m=
eta-MWBumP size-11-NuY2Zx weight-medium-fw81nC transform-uppercase-yKDgcq r=
eset-IxiVJZ meta-EgzBVA custom-css-email-post-author" style=3D"list-style: =
none;font-size: 11px;line-height: 20px;text-decoration: unset;color: rgb(54=
,55,55);margin: 0;font-family: 'SF Compact',-apple-system,system-ui,-apple-=
system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'App=
le Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: 500;text-tr=
ansform: uppercase;letter-spacing: .2px;"><a class=3D"pencraft pc-reset col=
or-primary-zABazT line-height-20-t4M0El font-meta-MWBumP size-11-NuY2Zx wei=
ght-medium-fw81nC transform-uppercase-yKDgcq reset-IxiVJZ meta-EgzBVA" styl=
e=3D"list-style: none;color: rgb(54,55,55);margin: 0;font-size: 11px;line-h=
eight: 20px;font-family: 'SF Compact',-apple-system,system-ui,-apple-system=
,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Col=
or Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: 500;text-transfor=
m: uppercase;letter-spacing: .2px;text-decoration: none" href=3D"https://su=
bstack.com/@zchmael">Zach Chmael</a></div></td></tr></tbody></table></td></=
tr><tr><td><table role=3D"presentation" width=3D"auto" border=3D"0" cellspa=
cing=3D"0" cellpadding=3D"0"><tbody><tr><td style=3D"vertical-align:middle;=
"><div class=3D"pencraft pc-reset color-secondary-ls1g8s line-height-20-t4M=
0El font-meta-MWBumP size-11-NuY2Zx weight-medium-fw81nC transform-uppercas=
e-yKDgcq reset-IxiVJZ meta-EgzBVA" style=3D"list-style: none;font-size: 11p=
x;line-height: 20px;text-decoration: unset;color: rgb(119,119,119);margin: =
0;font-family: 'SF Compact',-apple-system,system-ui,-apple-system,BlinkMacS=
ystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji',=
'Segoe UI Emoji','Segoe UI Symbol';font-weight: 500;text-transform: upperca=
se;letter-spacing: .2px;"><time datetime=3D"2026-06-15T00:00:47.504Z">Jun 1=
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e=3D"font-family: system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Rob=
oto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe =
UI Symbol';display: inline-block;box-sizing: border-box;cursor: pointer;bor=
der: none;border-radius: 8px;font-size: 14px;line-height: 20px;font-weight:=
 600;text-align: center;margin: 0;opacity: 1;outline: none;white-space: now=
rap;color: #ffffff !important;text-decoration: none !important;background-c=
olor: #ff6719;padding: 12px 20px;height: auto;"><span style=3D"color: #ffff=
ff;text-decoration: none;">Share Don't Feed The Algorithm</span></a></p><p =
style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-siz=
e: 16px;"></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-heig=
ht: 26px;font-size: 16px;">Today I want to talk about one of the least sexy=
 and most useful shifts in how I use AI.</p><p style=3D"margin: 0 0 20px 0;=
color: rgb(54,55,55);line-height: 26px;font-size: 16px;"><em><strong>I stop=
ped collecting prompts. I started training workflows.</strong></em></p><p s=
tyle=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size=
: 16px;">This sounds like a productivity guy sentence, and for that I apolo=
gize. Somewhere, a man with a cold plunge and a Notion affiliate link just =
felt a disturbance in the force.</p><p style=3D"margin: 0 0 20px 0;color: r=
gb(54,55,55);line-height: 26px;font-size: 16px;">But I mean it in the least=
 guru-ish way possible.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,=
55);line-height: 26px;font-size: 16px;">For a while, prompts were the whole=
 game. Save the perfect prompt. Rewrite the prompt. Add more context. Add a=
 role. Add constraints. Add examples. Add &#8220;think step by step&#8221; =
like you were sprinkling paprika on a very confused robot. Then paste the w=
hole thing into a new chat and hope the machine remembered how to behave.</=
p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fon=
t-size: 16px;">Sometimes it worked.</p><p style=3D"margin: 0 0 20px 0;color=
: rgb(54,55,55);line-height: 26px;font-size: 16px;">Often it sort of worked=
=2E</p><p style=3D"margin: 0 0 20px 0;co=
lor: rgb(54,55,55);line-height: 26px;=
font-size: 16px;">And &#8220;sort of worked&#8221; is where your afternoon =
goes to die.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-he=
ight: 26px;font-size: 16px;">Because then you spend forty minutes editing t=
he output back into something usable, muttering things like &#8220;no, not =
like that&#8221; to a laptop while your coffee becomes whatever comes after=
 room temperature. Spiritually lukewarm. Legally beverage.</p><p style=3D"m=
argin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">=
The problem was not that prompts were useless.</p><p style=3D"margin: 0 0 2=
0px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">The problem =
was that prompts were too fragile for recurring work.</p><p style=3D"margin=
: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">If I =
do the same kind of task every week, I do not want to re-explain my standar=
ds from scratch every time. I do not want to dig through a prompt bank like=
 an archaeologist of my own former optimism. I do not want to paste a 900-w=
ord incantation into Claude and pray it remembers that &#8220;sharp but hum=
an&#8221; does not mean &#8220;LinkedIn carousel in a blazer.&#8221;</p><p =
style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-siz=
e: 16px;">I want the AI to have training.</p><p style=3D"margin: 0 0 20px 0=
;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Not vibes.</p><p =
style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-siz=
e: 16px;">Training.</p><h2 class=3D"header-anchor-post" style=3D"position: =
relative;font-family: 'SF Pro Display',-apple-system-headline,system-ui,-ap=
ple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,=
'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;-w=
ebkit-font-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-web=
kit-appearance: optimizelegibility;-moz-appearance: optimizelegibility;appe=
arance: optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);lin=
e-height: 1.16em;font-size: calc(1.625em * 1);">prompts are requests. skill=
s are jobs.</h2><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-he=
ight: 26px;font-size: 16px;">Here is the simplest way I think about it:</p>=
<p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-=
size: 16px;">A prompt is a request.</p><p style=3D"margin: 0 0 20px 0;color=
: rgb(54,55,55);line-height: 26px;font-size: 16px;">A skill is a job.</p><p=
 style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-si=
ze: 16px;">A prompt says, &#8220;Can you help me do this thing right now?&#=
8221;</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 2=
6px;font-size: 16px;">A skill says, &#8220;This is how this job works here.=
 These are the inputs. These are the steps. These are the standards. These =
are the mistakes to avoid. These are the examples of good work. These are t=
he things you should never do unless a human explicitly approves them.&#822=
1;</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px=
;font-size: 16px;">Different relationship.</p><p style=3D"margin: 0 0 20px =
0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Different output=
=2E</p><p style=3D"margin: 0 0 20px 0;co=
lor: rgb(54,55,55);line-height: 26px;=
font-size: 16px;">Different amount of me wanting to throw my laptop gently =
into a decorative pond.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,=
55);line-height: 26px;font-size: 16px;">This is why I have become mildly ev=
angelical about skills, agents, saved workflows, project instructions, memo=
ry systems, whatever your tool calls them. The naming matters less than the=
 shift underneath.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);l=
ine-height: 26px;font-size: 16px;">You are not trying to write the perfect =
prompt anymore.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line=
-height: 26px;font-size: 16px;">You are trying to train a repeatable role.<=
/p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fo=
nt-size: 16px;">That role might be small. It probably should be small. Big =
vague AI jobs are where chaos breeds. &#8220;Help me grow my brand&#8221; i=
s not a job. That is a cry for help wearing a content strategy hat.</p><p s=
tyle=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size=
: 16px;"><strong>A better job is:</strong></p><p style=3D"margin: 0 0 20px =
0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- turn this news=
letter into five LinkedIn post angles</p><p style=3D"margin: 0 0 20px 0;col=
or: rgb(54,55,55);line-height: 26px;font-size: 16px;">- review this draft a=
gainst my voice and quality bar</p><p style=3D"margin: 0 0 20px 0;color: rg=
b(54,55,55);line-height: 26px;font-size: 16px;">- extract usable ideas from=
 my meeting notes</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);li=
ne-height: 26px;font-size: 16px;">- turn customer research into messaging i=
nsights</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height:=
 26px;font-size: 16px;">- find weak claims in this landing page</p><p style=
=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16=
px;">- summarize this week&#8217;s content performance and recommend one ch=
ange</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26=
px;font-size: 16px;">- prepare a first pass of outreach angles, but do not =
send anything</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-h=
eight: 26px;font-size: 16px;">Small jobs.</p><p style=3D"margin: 0 0 20px 0=
;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Clear standards.<=
/p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fo=
nt-size: 16px;">Human review.</p><p style=3D"margin: 0 0 20px 0;color: rgb(=
54,55,55);line-height: 26px;font-size: 16px;">That is where AI starts feeli=
ng less like a slot machine and more like a weirdly competent junior teamma=
te who still needs supervision but no longer needs you to explain what a sp=
readsheet is every morning.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54=
,55,55);line-height: 26px;font-size: 16px;">Progress.</p><h2 class=3D"heade=
r-anchor-post" style=3D"position: relative;font-family: 'SF Pro Display',-a=
pple-system-headline,system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',=
Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Seg=
oe UI Symbol';font-weight: bold;-webkit-font-smoothing: antialiased;-moz-os=
x-font-smoothing: antialiased;-webkit-appearance: optimizelegibility;-moz-a=
ppearance: optimizelegibility;appearance: optimizelegibility;margin: 1em 0 =
0.625em 0;color: rgb(54,55,55);line-height: 1.16em;font-size: calc(1.625em =
* 1);">the AI employee metaphor is useful, unfortunately</h2><p style=3D"ma=
rgin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">I=
 do my best to resist metaphors that make me sound like I am about to sell =
a course from a rented kitchen.</p><p style=3D"margin: 0 0 20px 0;color: rg=
b(54,55,55);line-height: 26px;font-size: 16px;">But the AI employee metapho=
r is annoyingly useful.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,=
55);line-height: 26px;font-size: 16px;">Imagine hiring someone part time to=
 help with your content.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55=
,55);line-height: 26px;font-size: 16px;">On day one, you would not say, &#8=
220;Write in my voice. Make it good. Be strategic.&#8221;</p><p style=3D"ma=
rgin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">I=
f you did, the person would smile politely, go home, and update their Linke=
dIn to &#8220;open to work&#8221; by dinner.</p><p style=3D"margin: 0 0 20p=
x 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">You would trai=
n them.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height:=
 26px;font-size: 16px;">You would show them examples. You would explain the=
 audience. You would tell them what good looks like. You would give them th=
e recurring tasks. You would review their first attempts. You would point o=
ut what was too generic, too stiff, too cute, too long, too empty, too clos=
e to sounding like a founder announcing a seed round from inside a meditati=
on app.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height:=
 26px;font-size: 16px;">You would not expect them to become perfect because=
 you said &#8220;act as a world-class content strategist.&#8221;</p><p styl=
e=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 1=
6px;">That phrase has done so much f*cking damage, man.</p><p style=3D"marg=
in: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Jai=
l.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px=
;font-size: 16px;">Skills work because they treat AI less like a genius and=
 more like a trained role inside a system.</p><p style=3D"margin: 0 0 20px =
0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">A newsletter edi=
tor should know your voice, your recurring bits, your banned phrases, your =
preferred structure, your title style, your ending format, and the differen=
ce between a line that sounds like you and a line that sounds like a SaaS c=
ompany hired a comedian for an offsite.</p><p style=3D"margin: 0 0 20px 0;c=
olor: rgb(54,55,55);line-height: 26px;font-size: 16px;">A research assistan=
t should know what sources matter, what counts as evidence, how to separate=
 a real signal from engagement bait, and when to say &#8220;I do not know&#=
8221; instead of manufacturing confidence out of keyboard fumes.</p><p styl=
e=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 1=
6px;">A repurposing assistant should know that the goal is not to chop a lo=
ng essay into content confetti. The goal is to find the sharpest ideas and =
reshape them for the place they are going.</p><p style=3D"margin: 0 0 20px =
0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">A growth assista=
nt should know the difference between reach and relevance.</p><p style=3D"m=
argin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">=
A brand assistant should know what you refuse.</p><p style=3D"margin: 0 0 2=
0px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">This is wher=
e the advantage is.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);=
line-height: 26px;font-size: 16px;">Not one magic assistant.</p><p style=3D=
"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;=
">A small team of trained helpers doing narrow jobs against your standards.=
</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;f=
ont-size: 16px;">I know. We are dangerously close to saying &#8220;tiny wei=
rd teams&#8221; again. I will behave.</p><p style=3D"margin: 0 0 20px 0;col=
or: rgb(54,55,55);line-height: 26px;font-size: 16px;">Mostly.</p><h2 class=
=3D"header-anchor-post" style=3D"position: relative;font-family: 'SF Pro Di=
splay',-apple-system-headline,system-ui,-apple-system,BlinkMacSystemFont,'S=
egoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Em=
oji','Segoe UI Symbol';font-weight: bold;-webkit-font-smoothing: antialiase=
d;-moz-osx-font-smoothing: antialiased;-webkit-appearance: optimizelegibili=
ty;-moz-appearance: optimizelegibility;appearance: optimizelegibility;margi=
n: 1em 0 0.625em 0;color: rgb(54,55,55);line-height: 1.16em;font-size: calc=
(1.625em * 1);">build the skill after you do the work</h2><p style=3D"margi=
n: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Ther=
e are a few ways to create these workflows.</p><p style=3D"margin: 0 0 20px=
 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">You can write t=
he whole instruction set up front.</p><p style=3D"margin: 0 0 20px 0;color:=
 rgb(54,55,55);line-height: 26px;font-size: 16px;">You can download someone=
 else&#8217;s.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-=
height: 26px;font-size: 16px;">You can ask AI to generate a skill from a pr=
ompt you already use.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55=
);line-height: 26px;font-size: 16px;">All of that can work.</p><p style=3D"=
margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"=
><span>But my </span><strong>favorite method</strong><span> is still the le=
ast glamorous one&#8230; do the work once, then turn the process into a ski=
ll.</span></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-heig=
ht: 26px;font-size: 16px;">This is the difference between writing down a re=
cipe from memory and cooking the dish while someone watches.</p><p style=3D=
"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;=
">If you write the recipe from memory, you will forget all the tiny decisio=
ns that make it work. The heat level. The order. The moment you stop stirri=
ng. The fact that &#8220;a little salt&#8221; means one thing to you and a =
full legal event to someone else.</p><p style=3D"margin: 0 0 20px 0;color: =
rgb(54,55,55);line-height: 26px;font-size: 16px;">If you cook the dish toge=
ther, the hidden process becomes visible.</p><p style=3D"margin: 0 0 20px 0=
;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Same thing with A=
I.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px=
;font-size: 16px;">Do the workflow manually with the model first. Iterate. =
Correct it. Tell it what missed. Tell it what worked. Show it examples. Get=
 to an output you would actually use.</p><p style=3D"margin: 0 0 20px 0;col=
or: rgb(54,55,55);line-height: 26px;font-size: 16px;"><strong>Then ask:</st=
rong><em> We just worked through this workflow. Turn the process into a reu=
sable skill. Pull out the principles, inputs, steps, quality checks, and co=
mmon mistakes. Make it adaptable, not rigid, unless the task needs to run t=
he exact same way every time.</em></p><p style=3D"margin: 0 0 20px 0;color:=
 rgb(54,55,55);line-height: 26px;font-size: 16px;">That last part matters.<=
/p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fo=
nt-size: 16px;">Some workflows should be rigid. Meeting summaries, data rep=
orts, inbox triage, file naming, weekly status updates. Great. Give me the =
template. Make it consistent. Let my future self not think.</p><p style=3D"=
margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"=
><strong>But creative workflows need principles more than choreography.</st=
rong></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 2=
6px;font-size: 16px;">If your carousel skill produces the same structure ev=
ery time, congratulations, you have automated becoming boring. If your news=
letter editor turns every piece into the same arc, you have built a very ef=
ficient little machine for sanding off your own fingerprints.</p><p style=
=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16=
px;">A good creative skill should know the standards without freezing the s=
hape.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 2=
6px;font-size: 16px;">The shape is allowed to change.</p><p style=3D"margin=
: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">The p=
oint is not.</p><h2 class=3D"header-anchor-post" style=3D"position: relativ=
e;font-family: 'SF Pro Display',-apple-system-headline,system-ui,-apple-sys=
tem,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple =
Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;-webkit-f=
ont-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-webkit-app=
earance: optimizelegibility;-moz-appearance: optimizelegibility;appearance:=
 optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);line-heigh=
t: 1.16em;font-size: calc(1.625em * 1);">what I would build first</h2><p st=
yle=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size:=
 16px;">If you are building your own AI operating system, do not start with=
 something massive.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);=
line-height: 26px;font-size: 16px;">Do not build &#8220;my entire life agen=
t.&#8221;</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-heigh=
t: 26px;font-size: 16px;">That way lies madness, calendar permissions, and =
eventually a very sincere apology email to someone named Greg. (yes, that m=
ay be coming from a real life experience&#8230; i&#8217;m still sorry Greg,=
 hope your mom is doing well).</p><p style=3D"margin: 0 0 20px 0;color: rgb=
(54,55,55);line-height: 26px;font-size: 16px;">Start with the repeated work=
 you already do.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);lin=
e-height: 26px;font-size: 16px;">The stuff that happens every week.</p><p s=
tyle=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size=
: 16px;">The stuff you know how to do but hate restarting.</p><p style=3D"m=
argin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">=
The stuff where you keep giving AI the same corrections.</p><p style=3D"mar=
gin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Th=
at is where a skill belongs.</p><p style=3D"margin: 0 0 20px 0;color: rgb(5=
4,55,55);line-height: 26px;font-size: 16px;">If I were starting from scratc=
h, I would build five.</p><h2 class=3D"header-anchor-post" style=3D"positio=
n: relative;font-family: 'SF Pro Display',-apple-system-headline,system-ui,=
-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-ser=
if,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold=
;-webkit-font-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-=
webkit-appearance: optimizelegibility;-moz-appearance: optimizelegibility;a=
ppearance: optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);=
line-height: 1.16em;font-size: calc(1.625em * 1);">1. the voice and taste r=
eviewer</h2><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height=
: 26px;font-size: 16px;">This skill reads a draft and asks: does this sound=
 like me, does it have a real point, and where does it smell like AI?</p><p=
 style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-si=
ze: 16px;">Not just grammar. Grammar is the floor. I want a reviewer that c=
atches the lines that are polished but dead. The metaphors that are too fam=
iliar. The argument that has no enemy. The paragraph that sounds like it wa=
s grown in a lab for &#8220;founder thought leadership.&#8221;</p><p style=
=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16=
px;"><strong>Inputs:</strong></p><p style=3D"margin: 0 0 20px 0;color: rgb(=
54,55,55);line-height: 26px;font-size: 16px;">- the draft</p><p style=3D"ma=
rgin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">-=
 a few strong examples of your writing</p><p style=3D"margin: 0 0 20px 0;co=
lor: rgb(54,55,55);line-height: 26px;font-size: 16px;">- your banned phrase=
s</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;=
font-size: 16px;">- your preferred rhythm</p><p style=3D"margin: 0 0 20px 0=
;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- the audience</p=
><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font=
-size: 16px;">- what the piece is trying to do</p><p style=3D"margin: 0 0 2=
0px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"><strong>Outp=
uts:</strong></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-h=
eight: 26px;font-size: 16px;">- what works</p><p style=3D"margin: 0 0 20px =
0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- what feels gen=
eric</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26=
px;font-size: 16px;">- where the argument gets soft</p><p style=3D"margin: =
0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- lines=
 to cut</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height:=
 26px;font-size: 16px;">- stronger title ideas</p><p style=3D"margin: 0 0 2=
0px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- a revised =
version only after the critique</p><p style=3D"margin: 0 0 20px 0;color: rg=
b(54,55,55);line-height: 26px;font-size: 16px;">This is the one I would bui=
ld first because AI makes okay writing cheap, which means your quality bar =
has to get meaner.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);l=
ine-height: 26px;font-size: 16px;">Lovingly mean.</p><p style=3D"margin: 0 =
0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Like a fr=
iend who tells you the jacket is not working before you leave the apartment=
=2E</p><h2 class=3D"header-anchor-post"=
 style=3D"position: relative;font-fami=
ly: 'SF Pro Display',-apple-system-headline,system-ui,-apple-system,BlinkMa=
cSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji=
','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;-webkit-font-smoothi=
ng: antialiased;-moz-osx-font-smoothing: antialiased;-webkit-appearance: op=
timizelegibility;-moz-appearance: optimizelegibility;appearance: optimizele=
gibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);line-height: 1.16em;f=
ont-size: calc(1.625em * 1);">2. the idea capture processor</h2><p style=3D=
"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;=
">Most good content does not begin as content.</p><p style=3D"margin: 0 0 2=
0px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">It begins as=
 a voice memo while walking. A Slack rant. A note you wrote at 11:43 p.m. t=
hat says &#8220;content =3D proof??&#8221; with no further explanation, bec=
ause apparently past you was busy being mysterious.</p><p style=3D"margin: =
0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">This sk=
ill turns raw scraps into usable material.</p><p style=3D"margin: 0 0 20px =
0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"><strong>It shoul=
d extract:</strong></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);=
line-height: 26px;font-size: 16px;">- the core idea</p><p style=3D"margin: =
0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- why i=
t matters</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-heigh=
t: 26px;font-size: 16px;">- who it is for</p><p style=3D"margin: 0 0 20px 0=
;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- what it connect=
s to</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26=
px;font-size: 16px;">- possible titles</p><p style=3D"margin: 0 0 20px 0;co=
lor: rgb(54,55,55);line-height: 26px;font-size: 16px;">- possible examples<=
/p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fo=
nt-size: 16px;">- what still needs proof</p><p style=3D"margin: 0 0 20px 0;=
color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- whether it is a =
post, essay, product idea, sales angle, or private note</p><p style=3D"marg=
in: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">The=
 goal is not to publish faster.</p><p style=3D"margin: 0 0 20px 0;color: rg=
b(54,55,55);line-height: 26px;font-size: 16px;">The goal is to lose fewer g=
ood thoughts.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-h=
eight: 26px;font-size: 16px;">Very different.</p><p style=3D"margin: 0 0 20=
px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Very adult.</=
p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fon=
t-size: 16px;">Disgusting, but useful.</p><h2 class=3D"header-anchor-post" =
style=3D"position: relative;font-family: 'SF Pro Display',-apple-system-hea=
dline,system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetic=
a,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';f=
ont-weight: bold;-webkit-font-smoothing: antialiased;-moz-osx-font-smoothin=
g: antialiased;-webkit-appearance: optimizelegibility;-moz-appearance: opti=
mizelegibility;appearance: optimizelegibility;margin: 1em 0 0.625em 0;color=
: rgb(54,55,55);line-height: 1.16em;font-size: calc(1.625em * 1);">3. the r=
epurposing strategist</h2><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,5=
5);line-height: 26px;font-size: 16px;">Repurposing is one of those words th=
at sounds easy until you do it badly.</p><p style=3D"margin: 0 0 20px 0;col=
or: rgb(54,55,55);line-height: 26px;font-size: 16px;">Bad repurposing is co=
py-paste with a haircut.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55=
,55);line-height: 26px;font-size: 16px;">Good repurposing understands the n=
ew format.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-heig=
ht: 26px;font-size: 16px;">A Substack essay is not a LinkedIn post with a f=
ancy gym membership. A LinkedIn post is not a chopped-up newsletter section=
=2E A short video is not a paragraph re=
ad aloud while your eyes scream for he=
lp.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26p=
x;font-size: 16px;">Each platform has a different job.</p><p style=3D"margi=
n: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">So t=
he skill should not say, &#8220;turn this into ten posts.&#8221;</p><p styl=
e=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 1=
6px;"><strong>It should ask:</strong></p><p style=3D"margin: 0 0 20px 0;col=
or: rgb(54,55,55);line-height: 26px;font-size: 16px;">- what is the stronge=
st idea in this piece?</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,5=
5);line-height: 26px;font-size: 16px;">- what would stand alone without con=
text?</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 2=
6px;font-size: 16px;">- what would make someone argue, save, share, or repl=
y?</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px=
;font-size: 16px;">- what should stay long-form because compressing it kill=
s the nuance?</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-h=
eight: 26px;font-size: 16px;">- what is the best hook for this specific pla=
tform?</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: =
26px;font-size: 16px;">The output should be a set of angles, not just deriv=
atives.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height:=
 26px;font-size: 16px;">Less content recycling.</p><p style=3D"margin: 0 0 =
20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">More conten=
t choreography.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line=
-height: 26px;font-size: 16px;">I regret that phrase slightly, but not enou=
gh to delete it. Onward.</p><h2 class=3D"header-anchor-post" style=3D"posit=
ion: relative;font-family: 'SF Pro Display',-apple-system-headline,system-u=
i,-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-s=
erif,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bo=
ld;-webkit-font-smoothing: antialiased;-moz-osx-font-smoothing: antialiased=
;-webkit-appearance: optimizelegibility;-moz-appearance: optimizelegibility=
;appearance: optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55=
);line-height: 1.16em;font-size: calc(1.625em * 1);">4. the weekly learning=
 loop</h2><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: =
26px;font-size: 16px;">This is the boring one that makes everything else be=
tter.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 2=
6px;font-size: 16px;">Once a week, the skill reviews what you published, wh=
at performed, what got replies, what felt most like you, what felt off, wha=
t took too long, and what should change next week.</p><p style=3D"margin: 0=
 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Most cre=
ators and marketers skip this because it feels like homework. Also because =
looking at performance data can feel like inviting a tiny board of stranger=
s to evaluate your soul while eating grapes.</p><p style=3D"margin: 0 0 20p=
x 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">But without a =
learning loop, you are just performing into the void and hoping the void ha=
s taste.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height=
: 26px;font-size: 16px;"><strong>The skill should produce:</strong></p><p s=
tyle=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size=
: 16px;">- what worked</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,5=
5);line-height: 26px;font-size: 16px;">- what did not</p><p style=3D"margin=
: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- why=
 it may have worked</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);=
line-height: 26px;font-size: 16px;">- what to repeat</p><p style=3D"margin:=
 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- what=
 to stop doing</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-=
height: 26px;font-size: 16px;">- one experiment for next week</p><p style=
=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16=
px;">- one update to your voice/content system</p><p style=3D"margin: 0 0 2=
0px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Tiny loop.</=
p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fon=
t-size: 16px;">Big compounding.</p><p style=3D"margin: 0 0 20px 0;color: rg=
b(54,55,55);line-height: 26px;font-size: 16px;">Annoyingly effective. You&#=
8217;ll thank me.</p><h2 class=3D"header-anchor-post" style=3D"position: re=
lative;font-family: 'SF Pro Display',-apple-system-headline,system-ui,-appl=
e-system,BlinkMacSystemFont,'Segoe UI',Roboto,Helvetica,Arial,sans-serif,'A=
pple Color Emoji','Segoe UI Emoji','Segoe UI Symbol';font-weight: bold;-web=
kit-font-smoothing: antialiased;-moz-osx-font-smoothing: antialiased;-webki=
t-appearance: optimizelegibility;-moz-appearance: optimizelegibility;appear=
ance: optimizelegibility;margin: 1em 0 0.625em 0;color: rgb(54,55,55);line-=
height: 1.16em;font-size: calc(1.625em * 1);">5. the proof and claim checke=
r</h2><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px=
;font-size: 16px;">This one matters more than people think.</p><p style=3D"=
margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"=
>AI makes it easy to say things with confidence.</p><p style=3D"margin: 0 0=
 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Too easy.<=
/p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fo=
nt-size: 16px;">A proof checker reviews a draft and asks: what claims are w=
e making, which ones are supported, which ones need a source, which ones ar=
e too vague, and which ones should be softened or cut?</p><p style=3D"margi=
n: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">For =
company content, this is not optional.</p><p style=3D"margin: 0 0 20px 0;co=
lor: rgb(54,55,55);line-height: 26px;font-size: 16px;">For personal writing=
, it is still useful because your reputation is not a sandbox environment.<=
/p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fo=
nt-size: 16px;"><strong>Inputs:</strong></p><p style=3D"margin: 0 0 20px 0;=
color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- the draft</p><p =
style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-siz=
e: 16px;">- approved proof points</p><p style=3D"margin: 0 0 20px 0;color: =
rgb(54,55,55);line-height: 26px;font-size: 16px;">- source links</p><p styl=
e=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 1=
6px;">- claims you are allowed to make</p><p style=3D"margin: 0 0 20px 0;co=
lor: rgb(54,55,55);line-height: 26px;font-size: 16px;">- claims that requir=
e confirmation</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-=
height: 26px;font-size: 16px;"><strong>Outputs:</strong></p><p style=3D"mar=
gin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- =
supported claims</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);lin=
e-height: 26px;font-size: 16px;">- unsupported claims</p><p style=3D"margin=
: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- sug=
gested proof</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-he=
ight: 26px;font-size: 16px;">- safer wording</p><p style=3D"margin: 0 0 20p=
x 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">- confidence l=
evel</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26=
px;font-size: 16px;">This skill is not sexy.</p><p style=3D"margin: 0 0 20p=
x 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Neither is bru=
shing your teeth.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);li=
ne-height: 26px;font-size: 16px;">Still highly recommend.</p><h2 class=3D"h=
eader-anchor-post" style=3D"position: relative;font-family: 'SF Pro Display=
',-apple-system-headline,system-ui,-apple-system,BlinkMacSystemFont,'Segoe =
UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji',=
'Segoe UI Symbol';font-weight: bold;-webkit-font-smoothing: antialiased;-mo=
z-osx-font-smoothing: antialiased;-webkit-appearance: optimizelegibility;-m=
oz-appearance: optimizelegibility;appearance: optimizelegibility;margin: 1e=
m 0 0.625em 0;color: rgb(54,55,55);line-height: 1.16em;font-size: calc(1.62=
5em * 1);">the workflow is the product</h2><p style=3D"margin: 0 0 20px 0;c=
olor: rgb(54,55,55);line-height: 26px;font-size: 16px;">The more I build wi=
th AI, the more I think the actual product is not the model.</p><p style=3D=
"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;=
">The model matters. Obviously. Better models are better. I am not sitting =
here pretending intelligence is irrelevant like a man trying to be contrari=
an at a dinner party nobody invited him to (or the inbox of somebody who ca=
n&#8217;t remember why they subscribed, Hi &#128075;).</p><p style=3D"margi=
n: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">But =
the model is only part of the system.</p><p style=3D"margin: 0 0 20px 0;col=
or: rgb(54,55,55);line-height: 26px;font-size: 16px;">The workflow is where=
 the value lives.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);li=
ne-height: 26px;font-size: 16px;">The context.</p><p style=3D"margin: 0 0 2=
0px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">The memory.<=
/p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fo=
nt-size: 16px;">The reference materials.</p><p style=3D"margin: 0 0 20px 0;=
color: rgb(54,55,55);line-height: 26px;font-size: 16px;">The quality bar.</=
p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fon=
t-size: 16px;">The review points.</p><p style=3D"margin: 0 0 20px 0;color: =
rgb(54,55,55);line-height: 26px;font-size: 16px;">The human decisions.</p><=
p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-s=
ize: 16px;">The feedback loop.</p><p style=3D"margin: 0 0 20px 0;color: rgb=
(54,55,55);line-height: 26px;font-size: 16px;">The small trained jobs that =
make the big messy work possible.</p><p style=3D"margin: 0 0 20px 0;color: =
rgb(54,55,55);line-height: 26px;font-size: 16px;">This is true for creators=
=2E It is true for operators. It is tru=
e for marketing teams. It is especiall=
y true for companies trying to use AI without turning their brand into a co=
ntent smoothie.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line=
-height: 26px;font-size: 16px;"><strong><span>That is a lot of what we are =
building toward with </span><a href=3D"https://link.sbstck.com/redirect/dc0=
7985d-da8d-4db7-9622-c16109c04ec7?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cTNudlu=
PwbMYWklSu8UKGoFv6eWS-HyoA" style=3D"color: rgb(54,55,55);text-decoration: =
underline;">Averi</a><span>:</span></strong><span> not just &#8220;AI write=
s content,&#8221; because that is too small and frankly a little depressing=
=2E The bigger idea is an AI content en=
gine that understands the strategy, th=
e brand, the proof, the workflow, the publishing system, and the learning l=
oop.</span></p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-hei=
ght: 26px;font-size: 16px;">Not a prompt.</p><p style=3D"margin: 0 0 20px 0=
;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">A machine around =
the work.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-heigh=
t: 26px;font-size: 16px;">And not a machine that replaces taste.</p><p styl=
e=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 1=
6px;">A machine that makes taste easier to apply repeatedly without needing=
 every Tuesday to become a dramatic act of creative heroism.</p><h2 class=
=3D"header-anchor-post" style=3D"position: relative;font-family: 'SF Pro Di=
splay',-apple-system-headline,system-ui,-apple-system,BlinkMacSystemFont,'S=
egoe UI',Roboto,Helvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Em=
oji','Segoe UI Symbol';font-weight: bold;-webkit-font-smoothing: antialiase=
d;-moz-osx-font-smoothing: antialiased;-webkit-appearance: optimizelegibili=
ty;-moz-appearance: optimizelegibility;appearance: optimizelegibility;margi=
n: 1em 0 0.625em 0;color: rgb(54,55,55);line-height: 1.16em;font-size: calc=
(1.625em * 1);">the point is not to have more AI. the point is to have less=
 restart.</h2><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-heig=
ht: 26px;font-size: 16px;">This is the thing I would tell anyone trying to =
use AI better&#8230;</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55)=
;line-height: 26px;font-size: 16px;">Stop optimizing for clever prompts. Op=
timize for less restart.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55=
,55);line-height: 26px;font-size: 16px;">Every time you explain the same co=
ntext again, that is a system leak.</p><p style=3D"margin: 0 0 20px 0;color=
: rgb(54,55,55);line-height: 26px;font-size: 16px;">Every time you give the=
 same correction again, that is a training opportunity.</p><p style=3D"marg=
in: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Eve=
ry time you manually rebuild the same workflow, that is a skill waiting to =
exist.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: =
26px;font-size: 16px;">Every time the output is technically fine but not yo=
urs, that is a standard you have not encoded yet.</p><p style=3D"margin: 0 =
0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">The goal =
is not to remove yourself from the work.</p><p style=3D"margin: 0 0 20px 0;=
color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Please do not remo=
ve yourself from the work.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,=
55,55);line-height: 26px;font-size: 16px;">That is how we get the internet =
equivalent of unseasoned chicken wearing Allbirds. I don&#8217;t even know =
at this point&#8230; felt right.</p><p style=3D"margin: 0 0 20px 0;color: r=
gb(54,55,55);line-height: 26px;font-size: 16px;">The goal is to remove the =
repetitive setup around the work so the human part has more energy.</p><p s=
tyle=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size=
: 16px;">More energy for taste.</p><p style=3D"margin: 0 0 20px 0;color: rg=
b(54,55,55);line-height: 26px;font-size: 16px;">More energy for strategy.</=
p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fon=
t-size: 16px;">More energy for the decision that this line is almost right =
but not alive.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-=
height: 26px;font-size: 16px;">More energy for the thing only you can actua=
lly do.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height:=
 26px;font-size: 16px;">This is why skills matter.</p><p style=3D"margin: 0=
 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Not beca=
use they are a cute feature.</p><p style=3D"margin: 0 0 20px 0;color: rgb(5=
4,55,55);line-height: 26px;font-size: 16px;">Not because they make AI feel =
more futuristic.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);lin=
e-height: 26px;font-size: 16px;">Because they turn &#8220;AI help&#8221; fr=
om a series of disconnected chats into a trained operating system around ho=
w you actually work.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55)=
;line-height: 26px;font-size: 16px;">That is the shift.</p><p style=3D"marg=
in: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">Pro=
mpts are disposable.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55)=
;line-height: 26px;font-size: 16px;">Skills compound.</p><p style=3D"margin=
: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">And i=
f you are using AI every week for the same kind of work, the question is no=
t whether you need a better prompt.</p><p style=3D"margin: 0 0 20px 0;color=
: rgb(54,55,55);line-height: 26px;font-size: 16px;">The question is whether=
 you have been accidentally training an employee in your head while making =
the same corrections over and over like a sleep-deprived middle manager in =
a Patagonia vest.</p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);li=
ne-height: 26px;font-size: 16px;">If yes, congratulations.</p><p style=3D"m=
argin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">=
You have the raw material for a skill.</p><p style=3D"margin: 0 0 20px 0;co=
lor: rgb(54,55,55);line-height: 26px;font-size: 16px;">Now write the SOP.</=
p><p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;fon=
t-size: 16px;">Train the tiny coworker.</p><p style=3D"margin: 0 0 20px 0;c=
olor: rgb(54,55,55);line-height: 26px;font-size: 16px;">Give it a job.</p><=
p style=3D"margin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-s=
ize: 16px;">Keep your taste in charge.</p><p style=3D"margin: 0 0 20px 0;co=
lor: rgb(54,55,55);line-height: 26px;font-size: 16px;">-zc</p><p style=3D"m=
argin: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;">=
<em><strong>P.S</strong><span>. If you want the practical version&#8230; pi=
ck one recurring task this week, do it with AI, iterate until it works, the=
n ask the model to turn the process into a reusable skill. Do not start wit=
h your whole life. Start with the thing you keep explaining twice. Subscrib=
e if you want more notes on AI systems, content engines, taste, ambition, a=
nd how to build useful machinery without becoming a man who says &#8220;wor=
kflow&#8221; too much at brunch.</span></em></p><h2 class=3D"header-anchor-=
post" style=3D"position: relative;font-family: 'SF Pro Display',-apple-syst=
em-headline,system-ui,-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,He=
lvetica,Arial,sans-serif,'Apple Color Emoji','Segoe UI Emoji','Segoe UI Sym=
bol';font-weight: bold;-webkit-font-smoothing: antialiased;-moz-osx-font-sm=
oothing: antialiased;-webkit-appearance: optimizelegibility;-moz-appearance=
: optimizelegibility;appearance: optimizelegibility;margin: 1em 0 0.625em 0=
;color: rgb(54,55,55);line-height: 1.16em;font-size: calc(1.625em * 1);">Ra=
bbit hole for the overcaffeinated</h2><p style=3D"margin: 0 0 20px 0;color:=
 rgb(54,55,55);line-height: 26px;font-size: 16px;"><span>- Anthropic: </spa=
n><a href=3D"https://link.sbstck.com/redirect/8d69560f-c4a2-409f-9af2-5b738=
59612b2?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cTNudluPwbMYWklSu8UKGoFv6eWS-HyoA=
" style=3D"color: rgb(54,55,55);text-decoration: underline;">Building effec=
tive agents</a><span> &#8212; useful mental model for workflows, tools, con=
text, and evaluation instead of magic autonomy.</span></p><p style=3D"margi=
n: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"><spa=
n>- Anthropic docs: [</span><a href=3D"https://link.sbstck.com/redirect/79f=
3784b-42a9-4755-9e3a-2e291bab5b4d?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cTNudlu=
PwbMYWklSu8UKGoFv6eWS-HyoA" style=3D"color: rgb(54,55,55);text-decoration: =
underline;">Claude Skills overview</a><span>] &#8212; the official rabbit h=
ole for how skills work in Claude.</span></p><p style=3D"margin: 0 0 20px 0=
;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"><span>- Simon Wil=
lison: </span><a href=3D"https://link.sbstck.com/redirect/40501c2b-ef89-481=
0-88e0-b7553bf1a39a?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cTNudluPwbMYWklSu8UKG=
oFv6eWS-HyoA" style=3D"color: rgb(54,55,55);text-decoration: underline;">Im=
itation Intelligence, my keynote for PyCon US 2024</a><span> &#8212; useful=
 if you want a more technical, builder-minded lens on what LLMs are good at=
 and where tools/context matter.</span></p><p style=3D"margin: 0 0 20px 0;c=
olor: rgb(54,55,55);line-height: 26px;font-size: 16px;"><span>- Ethan Molli=
ck: </span><a href=3D"https://link.sbstck.com/redirect/f087d162-bb62-4bdc-8=
438-16c4471043a8?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cTNudluPwbMYWklSu8UKGoFv=
6eWS-HyoA" style=3D"color: rgb(54,55,55);text-decoration: underline;">On ho=
lding back the strange AI tide</a><span> &#8212; good context for why learn=
ing by doing beats waiting for perfect clarity.</span></p><p style=3D"margi=
n: 0 0 20px 0;color: rgb(54,55,55);line-height: 26px;font-size: 16px;"><spa=
n>- Averi: </span><a href=3D"https://link.sbstck.com/redirect/d3921ff4-9026=
-4761-a3d9-07713aa53804?j=3DeyJ1IjoiNXFxeXF4In0.h9dEDbGj64cTNudluPwbMYWklSu=
8UKGoFv6eWS-HyoA" style=3D"color: rgb(54,55,55);text-decoration: underline;=
">averi.ai</a><span> &#8212; the place we are building this kind of strateg=
y/context/workflow loop for marketing and content teams.</span></p><div cla=
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