the core stack.

Ok. π ghost. → as i'm setting up ghost,

π is the next step — ghost is an aspect of π.

π has many functions / aspects to it.

it's the entity that leverages my data to actually do something.

equating ghost & data is probably a good the right thing because it says that our essence is just data.

π: “the right” is written above the deleted “a good.”

great. ghost & π.

what is stack → $. $

identity? → <3

yes.

first. the symbols work. drop them in.

<3, π, $

(soul / heart.)

(me) (?)

(stack)

the core stack.

→ that's the stack.

[illegible (?)]

feels right.

π: The three symbols are boxed together. The soul/heart note points to <3; “(stack)” points to $; a brace labels the group “the core stack.”

π:

uniqueness.

→ this is the crux of the π. this needs is the justification for π — the thing that necessitates it.

discovering it.

& then scaling it.

make sense of this.

the [illegible (?)]

General Intelligence commoditizes all that is common and among us (the commonalities of the human condition).

pushing each of us to discover & lean into, what makes us unique.

how does π fit into this?

⇒ we will need to train π to scale understand our taste, judgement, etc. & scale our expression.

π: “understand” is inserted above the deleted “scale”; “& scale” is added at the right.

dive into the key msg here.

π needs to first understand us

forget the order. what do we need to do?

discover our uniqueness, cultivate it, express it. across mediums, at scale.

we will need to train π to help us discover, cultivate & express our uniqueness across mediums, at scale.

that's, we can add discover to this.

1st discover.

discover, cultivate, express

across mediums, at scale

very important.

π: “discover, cultivate, express / across mediums, at scale” is circled, with an arrow to “very important.”

personal stack ($):

lets actually take a step back & see how these parts fit together:

the right identity provides the warmth (?) of being the right north star: connection & truth.

without this, effort becomes destabilizing & lacks purpose & joy & meaning.

a mania for the sake of mania.

& it provides the space & opportunity to create value for others, for humanity.

→ which is a deep innate, natural desire that we have.

π talks about general vs. personal. uniqueness.

math lens: identity defines the notion of the vector space & vectors → the notion of a the game.

π → talks about finding the right direction of your vector & scaling its magnitude in that direction.

π: “a mania for the sake of mania” is a side note beside the passage about effort. “the” replaces “a” before “game.”

then the personal stack is clear:

so the challenge of what we've discussed is too much for you to do w/out support.

compute, capital, & collaborators.

not for an idea, but for life.

& these are all very scarce.

undeniable truth.

π: “undeniable truth” is boxed beside the statement about scarcity.

compute, capital, and collaborators will always become more scarce, not less, because our desires (always) grow exp. faster than our abilities.

↓ @ (jevons (?) / fundamental level)

π: “(always)” is inserted above “grow.” The last parenthetical is a separate note below the sentence.

1. scarcity grows. as we gain abundance.

2. we will need to incentivize all the resources & support we can.

3. personal stock.

TO REALIZE OUR POTENTIAL.

ground it back to this.

always ground back to purpose, goal.

it's very clear.

< DONE

π: An arrow from the numbered notes leads to “TO REALIZE OUR POTENTIAL.” The circled “ground it back to this” points to that phrase and down to “always ground back to purpose, goal.”

onward.

love this ending.

π: “love this ending” points to “onward.”

always represent motion — change, a never ending process that everything in nature follows.

personal stack addresses scarcity & difficulty.

great. then? lets think through π.

i want to make sense of the possibilities here, & the components. → & package it well to ship.

π: the objective is now clear:

• discover, cultivate, express my uniqueness across mediums, at scale.

inputs & outputs.

• connect w/ (scout)
• guard attention.
• transfer ideas to manifest ideas better, faster.

distinguish from chores:

general int. takes care of all that.

π: A brace groups the inputs/outputs and function notes beside “distinguish from chores.”

1. connect → my own alg.
2. guard → interface
3. manifest → team

π: The three functions are circled together, with an arrow from each to its corresponding label.

my ghost is the collection of growing dataset of expressions of my taste, judgement, intuition.

my π is the intelligence that helps me realize my potential by understanding my ghost.

basically data vs. intelligence.

π <> ghost

the boundary will eventually disappear.

is this the right distinction? does this make sense?

π: “π <> ghost” points down to the boundary note. The distinction questions are circled beside it.

ok. for now, scout, guard, manifest.

will appear as sep functions, but yea eventually could be good to create an agent for which these are functions of. & the agent is always growing.

Ok. fine. no need to dive into identity / personal stack for now → the real wedge is the [illegible (?)] π. → because it is relevant to anyone who is serious about getting better.

it will be my means to connect w/ like minded folks.

it's the wedge / starting point that will take us to a point where the personal stack becomes relevant & required.

personal site:

koopuluri.com/ghost/

• people
• taste

π: “people” and “taste” branch below the /ghost/ path, followed by an empty branch and a downward arrow.

KOOPULURI.COM

focus on simplicity, legibility.

firstly, don't fragment expression — do PG

approach → one stream of titles. that's it. nothing else. no dates, captions or anything.

& add them chronologically.

& then a sort of page for my ghost.

• taste.
• people.
• and basically all of my notes

& whatnot?

→ yeah & all of my ghost in the right format.

π: “my ghost” is circled and points to the list. “all of my notes” is also circled.

there are a few ways to organize this.

<3 | π | $

can just do this segmented control?

that works. my expressions are who i am.

the π — becomes the ghost + functions?

π: An arrow from the segmented-control question points to the three-symbol row.

does this feel forced? is this premature?

fuck it, i feel like designing this so imma do it!

<3 → just a list of key expressions.

π → all of my ghost data presented really well.

k/π/taste → my curated feed of stuff i interacted (?) w/.

/people → those i really want to connect w/. those i view as potential friends on the path.

/...

i like this.

π → basically becomes all the data.

(+) → reach out if you want my full dataset. → to help me train my model π.

π: The taste and people paths form a branching list. A downward arrow leads to “i like this.” “π” is written beneath the deleted “model.”

for $ → keep it very simple one para expl. that if you're interested, reach out.

that's it for now.

---

Sources

IMG_0162

Left page

Ok. fine. no need to dive into identity / personal stack for now → the real wedge is the [illegible (?)] π. → because it is relevant to anyone who is serious about getting better.

it will be my means to connect w/ like minded folks.

it's the wedge / starting point that will take us to a point where the personal stack becomes relevant & required.

personal site:

koopuluri.com/ghost/

• people
• taste

π: “people” and “taste” branch below the /ghost/ path, followed by an empty branch and a downward arrow.

Right page

KOOPULURI.COM

focus on simplicity, legibility.

firstly, don't fragment expression — do PG

approach → one stream of titles. that's it. nothing else. no dates, captions or anything.

& add them chronologically.

& then a sort of page for my ghost.

• taste.
• people.
• and basically all of my notes

& whatnot?

→ yeah & all of my ghost in the right format.

π: “my ghost” is circled and points to the list. “all of my notes” is also circled.

Original HEIC

IMG_0159

Left page

dive into the key msg here.

π needs to first understand us

forget the order. what do we need to do?

discover our uniqueness, cultivate it, express it. across mediums, at scale.

we will need to train π to help us discover, cultivate & express our uniqueness across mediums, at scale.

that's, we can add discover to this.

1st discover.

discover, cultivate, express

across mediums, at scale

very important.

π: “discover, cultivate, express / across mediums, at scale” is circled, with an arrow to “very important.”

Right page

personal stack ($):

lets actually take a step back & see how these parts fit together:

the right identity provides the warmth (?) of being the right north star: connection & truth.

without this, effort becomes destabilizing & lacks purpose & joy & meaning.

a mania for the sake of mania.

& it provides the space & opportunity to create value for others, for humanity.

→ which is a deep innate, natural desire that we have.

π talks about general vs. personal. uniqueness.

math lens: identity defines the notion of the vector space & vectors → the notion of a the game.

π → talks about finding the right direction of your vector & scaling its magnitude in that direction.

π: “a mania for the sake of mania” is a side note beside the passage about effort. “the” replaces “a” before “game.”

Original HEIC

IMG_0158

Left page

Ok. π ghost. → as i'm setting up ghost,

π is the next step — ghost is an aspect of π.

π has many functions / aspects to it.

it's the entity that leverages my data to actually do something.

equating ghost & data is probably a good the right thing because it says that our essence is just data.

π: “the right” is written above the deleted “a good.”

great. ghost & π.

what is stack → $. $

identity? → <3

yes.

first. the symbols work. drop them in.

<3, π, $

(soul / heart.)

(me) (?)

(stack)

the core stack.

→ that's the stack.

[illegible (?)]

feels right.

π: The three symbols are boxed together. The soul/heart note points to <3; “(stack)” points to $; a brace labels the group “the core stack.”

Right page

π:

uniqueness.

→ this is the crux of the π. this needs is the justification for π — the thing that necessitates it.

discovering it.

& then scaling it.

make sense of this.

the [illegible (?)]

General Intelligence commoditizes all that is common and amongst us (the commonalities of the human condition).

pushing each of us to discover & lean into, what makes us unique.

how does π fit into this?

⇒ we will need to train π to scale understand our taste, judgement, etc. & scale our expression.

π: “understand” is inserted above the deleted “scale”; “& scale” is added at the right.

Original HEIC

IMG_0160

Left page

then the personal stack is clear:

so the challenge of what we've discussed is too much for you to do w/out support.

compute, capital, & collaborators.

not for an idea, but for life.

& these are all very scarce.

undeniable truth.

π: “undeniable truth” is boxed beside the statement about scarcity.

compute, capital, and collaborators will always become more scarce, not less, because our desires (always) grow exp. faster than our abilities.

↓ @ (jevons (?) / fundamental level)

π: “(always)” is inserted above “grow.” The last parenthetical is a separate note below the sentence.

Right page

1. scarcity grows. as we gain abundance.

2. we will need to incentivize all the resources & support we can.

3. personal stack.

TO REALIZE OUR POTENTIAL.

ground it back to this.

always ground back to purpose, goal.

it's very clear.

< DONE

π: An arrow from the numbered notes leads to “TO REALIZE OUR POTENTIAL.” The circled “ground it back to this” points to that phrase and down to “always ground back to purpose, goal.”

onward.

love this ending.

π: “love this ending” points to “onward.”

always represent motion — change, a never ending process that everything in nature follows.

personal stack addresses scarcity & difficulty.

Original HEIC

IMG_0163

Left page

there are a few ways to organize this.

<3 | π | $

can just do this segmented control?

that works. my expressions are who i am.

the π — becomes the ghost + functions?

π: An arrow from the segmented-control question points to the three-symbol row.

does this feel forced? is this premature?

fuck it, i feel like designing this so imma do it!

Right page

<3 → just a list of key expressions.

π → all of my ghost data presented really well.

k/π/taste → my curated feed of stuff i interacted (?) w/.

/people → those i really want to connect w/. those i view as potential friends on the path.

/...

i like this.

π → basically becomes all the data.

(+) → reach out if you want my full dataset. → to help me train my model π.

π: The taste and people paths form a branching list. A downward arrow leads to “i like this.” “π” is written beneath the deleted “model.”

for $ → keep it very simple one para expl. that if you're interested, reach out.

that's it for now.

Original HEIC

IMG_0161

Left page

great. then? lets think through π.

i want to make sense of the possibilities here, & the components. → & package it well to ship.

π: the objective is now clear:

• discover, cultivate, express my uniqueness across mediums, at scale.

inputs & outputs.

• connect w/ (scout)
• guard attention.
• transfer ideas to manifest ideas better, faster.

distinguish from chores:

general int. takes care of all that.

π: A brace groups the inputs/outputs and function notes beside “distinguish from chores.”

1. connect → my own alg.
2. guard → interface
3. manifest → team

π: The three functions are circled together, with an arrow from each to its corresponding label.

Right page

my ghost is the collection of growing dataset of expressions of my taste, judgement, intuition.

my π is the intelligence that helps me realize my potential by understanding my ghost.

basically data vs. intelligence.

π <> ghost

the boundary will eventually disappear.

is this the right distinction? does this make sense?

π: “π <> ghost” points down to the boundary note. The distinction questions are circled beside it.

ok. for now, scout, guard, manifest.

will appear as sep functions, but yea eventually could be good to create an agent for which these are functions of. & the agent is always growing.

Original HEIC