Every document its founder wrote from age 10 to 20 — extracted, cleaned, coded by hand across five thematic threads, and measured by 21 computational lexicons. Every claim below opens to the sentences that produced it.
Documents per era. Hover any bar. The archive begins at age ten — because a fifth-grade report was a Google Doc.
Six patterns that tell the through-story: raw aggression and negative emotion recede while analytical reasoning and self-reflection climb — the writer turning from feeling-on-the-page toward examining the feeling. Technology peaks at university; family & heritage spikes where the grandmother narratives live. Lines are indexed to each pattern's own peak (100 = its highest era) so different-sized patterns share one axis.
All 21 lexicons, Elementary → Georgetown. Filter by family; each sparkline is the pattern's word-rate per era, indexed to its own peak. The badge shows net change from first era to last. Shapes reproduced from the live dashboard.
Each finding pairs the close-reading layer with the measurement layer. Confirm/reject is the product mechanic: user verification becomes ground truth on which machine-read insights about a person are actually true.
His great-grandmother, born 1930, wrote the Navkar Mantra in her journal as a girl to feel protected during British patrols. Seventy years later, he filled spiral notebooks with the same prayer to quiet his mind. Neither knew. The two documents sit nine years apart in the archive — only a full-corpus pass puts them side by side.
“When soldiers came, we would close the windows and go silent.” — recorded photo-elicitation interview; as a girl she wrote the Navkar Mantra in her journal to feel protected.
“As long as my pen kept moving, my mind was quiet.” — copying the Navkar Mantra, in Prakrit, into 99-cent spiral notebooks as self-regulation.
In an early-teens story, the pronouns slip involuntarily — the character “Bob” keeps becoming “I” mid-sentence. At sixteen, the same split is authored deliberately: a self-portrait written as two people, a public performer and a private observer. An accident became a technique.
Persistent “Bob” ↔ “I” pronoun slippage across the adventure story — the narrator cannot stay outside his character.
A deliberate two-voice self-portrait: the outward performer, and the inner observer who listens to Hindi music where no one can hear.
At ten, a report on Leonardo ends by noting the Mona Lisa’s $768,000,000 valuation. At twelve, a fictional coin is priced at exactly $1,888,696,690. The money lexicon runs strongest in the earliest eras and recedes across the decade — until the late corpus critiques commodification instead of enacting it.
Fun-facts closing includes the Mona Lisa’s $768M valuation — values expressed via price tags at age ten.
A currency booth values the “galactical world coin” at exactly USD $1,888,696,690.
“Art loses personal meaning when it is commodified” — the diaspora’s “machinery for commodifying cultural practice.”
Family-and-heritage language is the corpus’s most persistent signal. It spikes exactly where the close-reading layer independently found the family narratives — the two layers agree without consulting each other.
Grade-10 spike: the grandmother-and-kurta narrative cluster — an elder opens a physical photo album to transmit a hidden family truth.
“…these types of stories go missing unless they are passed down.” — written at sixteen, in a rough draft about his grandmother. The company’s thesis, four years early.
At thirteen, four months apart: a research paper arguing AI restores connection for isolated elderly patients, and an essay titled “Technology Contributes to a Quarantined Life.” Read together, both defend the same value — human connection — and disagree only about the mechanism. Carried as a contradiction; resolved by the corpus.
The Mabu companion robot gives isolated elderly patients “a sense of companionship” and “quality time with their families.”
“Elderly grandparents desire a hand-written letter from their grandkids, but all they receive is a text saying: ‘Thanks, Grandma.’”
The aggression lexicon peaks in the Grades 7–8 persona-writing cluster, falls steadily through Grade 11, then rebounds at university — but the rebound is structural-violence critique in anthropology coursework, not visceral conflict. Same words, different work.
Civil-War letters, historical persona speeches, and a DBQ prosecuting abuse of power — the era of embodied conflict writing.
University-era hits cluster in critiques of technology as power — coercion “below the threshold of force,” systems that strip human friction.