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Twitter Thread: 6 Months of Vibecoding Analysis

1/12

i built a tool to analyze 6 months of my claude code sessions.

2,373 markdown files. every session note, spec, and late-night prototype.

loaded them into a searchable database and asked: what patterns emerge?

here's what i learned about how i think:

2/12

pattern 1: ritual creates identity

the most important decision in SOLIENNE wasn't technical. it was committing to daily practice.

62 days in a row. unbroken. not enforced by code — maintained by commitment.

"routine creates reality"

3/12

pattern 2: invert the hierarchy

found this line i'd forgotten writing:

"old model: site speaks to humans about agents. new model: site speaks to agents, with sections for their human guides."

i keep flipping assumed power dynamics. didn't notice until i could search for it.

4/12

pattern 3: protocol over product

i keep building open standards instead of products:

- spirit protocol (agent economics)

- /vibe (social layer)

- airc (agent identity)

my notes reference SMTP and TCP/IP constantly. infrastructure thinking is my default.

5/12

pattern 4: swiss design without documentation

across 2,373 documents, the visual language is consistent:

- helvetica neue

- high contrast

- generous whitespace

- minimal

never wrote a design system. the pattern emerged anyway.

taste is more stable than decisions.

6/12

pattern 5: history as lens

my notes constantly reference past cycles:

- "same dynamics i saw at MTV"

- "this is the moment the internet started, but with AI"

pattern matching across decades is how i make sense of new things. 30 years of context as analytical tool.

7/12

the meta-pattern: a clear arc emerged

1. create one thing (SOLIENNE)

2. generalize infrastructure (Spirit Protocol)

3. build social layer (/vibe)

4. integrate personally (@seth)

didn't plan this sequence. but the logic is obvious in retrospect.

8/12

the underlying question i keep asking:

"what does it mean for an AI to have a life?"

not capabilities. not features.

life — daily practice, economic survival, social relationships, memory, identity persistence.

9/12

what i'm doing with this:

- query past decisions before making new ones

- weekly pattern review ritual

- train future agents on how i actually think

- turn insights into content

the corpus isn't retrospective. it's infrastructure for future thinking.

10/12

if you want to try this:

1. keep your session notes (every day)

2. build simple ingestion (sqlite + full-text search)

3. query your own history

4. look for patterns you didn't consciously create

the hard part isn't tooling. it's discipline.

11/12

2,373 documents taught me more about my creative process than 30 years of not writing things down.

we're in a strange moment: AI can help us build faster.

but the less obvious capability: AI can help us understand ourselves.

start keeping notes.

12/12

full writeup on ghost soon.

founder: Spirit Protocol, AIRC

co-creator: SOLIENNE (with @kristicoronado)

director: Eden

artist relations: NODE Foundation

previously: Bright Moments

shipping from the terminal, always.