Documented path
Lived across three countries, speaks four languages. Columbia CS student. Turned down Google and BlackRock offers.
Education: Columbia University (BS Computer Science, 2022-2025). Third year student at time of YC.
Founder at Parachute
Where the conditions came from
Each is placed on a −1 to 3 scale from documented evidence, and the three are never added together. A combined total would rank Tony Yamin against other people. Held apart, they explain why this path ran differently from another one—which is the only comparison this project supports.
The marble itself
+1Tailwind
What capability, drive, or early skill is documented in the person rather than their surroundings?
Columbia CS student, built ML infrastructure for DoD at Booz Allen. Best AI at HackPrinceton, finalist at YaleHack. Lived across three countries, speaks four languages. Above-average technical ability but no evidence of prodigy-level talent.
Where it was dropped
0Neither way
What money, family standing, network, or permission was already in place before the work began?
Lived across three countries, speaks four languages. International background. Limited information on family wealth or connections. No evidence of significant inherited advantage.
The shape of the track
+1Tailwind
What place, timing, institution, or peer group made the next step available?
Columbia Engineering provides strong CS education and NYC tech ecosystem. Hackathon circuit (HackPrinceton, YaleHack) provided competitive experience. Booz Allen DoD work provided ML engineering experience. Co-founded with Aria Vikram (RSI alum).
A −1 is a documented headwind, not a missing value; a 0 means the sources record nothing notable either way. Annotation confidence: Low. These are analyst readings of what the sources record, not measurements of merit, talent, or effort. The twenty-two scored dimensions remain available inside the deeper research detail.
What moved through the conditions
Silence in a biography is not evidence that perseverance was absent.
A successful-only archive cannot recover all encounters, avoided setbacks, or alternative outcomes.
Strongest documented signals: Frontier geography, Exceptional peer / cofounder, Direct domain exposure.
Describes the starting position, not what the person later made of it.
Strongest observed levers: Complementary team, Capital safety, Domain proximity.
Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
The timeline below shows the sequence of work and transitions around the selected early milestone. It is evidence of a path, not proof that every step was necessary.
Dominant figure at the top of a field. The tier summarizes documented career recognition through the data cutoff—not Tony Yamin's worth or future potential.
Question four · where did the leverage come from?
Each non-zero lever gets a best-supported origin, evidence signals, and confidence. Unresolved is the honest default when the biography cannot distinguish self-built, advantage-enabled, earned, external, or mixed.
One or more documented starting advantages plausibly enabled this lever.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
One or more documented starting advantages plausibly enabled this lever.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
One or more documented starting advantages plausibly enabled this lever.
A structural wave is external to the person, even when their position improved access to it.
No current annotation distinguishes self-built, enabled, or earned origins for this lever.
This is a bounded inference from the current annotations—not a claim about private effort, merit, or the percentage of Tony Yamin's outcome attributable to any origin.
Structural luck, Encounter luck, Event luck, Outcome variance can change every arrow in the path. This successful-only dataset cannot observe the near-identical paths that did not break through, so luck stays visible and unscored.
Multiplying capacity documented later in the path. Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
Access or conditions documented near the beginning of the path. Zero means "no clear evidence in reviewed sources," not "advantage was absent."
Not documented.
Not documented.
Lived across three countries, speaks four languages. Columbia CS student. Turned down Google and BlackRock offers.
advantage confidence: Low · source count: 4 · audit: not_independently_audited · status: founder_research_beta