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David Silver
Milestone (age 22)
Co-founded Elixir Studios in 1998 as CTO and lead programmer, securing a three-game publishing deal with Eidos Interactive.
Silver was exposed to computing at age 7 when his parents brought home a BBC Model B. His father was so inspired he gave up his career to study for a master's in AI, teaching David Prolog and programming. Silver studied at Christ's College, Cambridge, graduating in 1997 with the Addison-Wesley award for highest marks in CS (93% average, highest in Cambridge CS history). He befriended Demis Hassabis at Cambridge and co-founded Elixir Studios in 1998 as CTO, then returned to academia for a PhD at Alberta under Richard Sutton.
Think your path resembles David Silver's?Compare the visible ingredients, then see exactly where the comparison stops working.
Am I the next David Silver? →Starting point
Born in the UK; parents brought home a BBC Model B microcomputer when he was ~7; father gave up his career to study AI and taught David programming in Prolog.
Current position (2025)
CEO of Ineffable Intelligence; professor at University College London; formerly led reinforcement learning at DeepMind.
How this path compounded
01 Starting advantages
11/24 starting-position score
Strongest documented signals: Elite institution pipeline, Exceptional peer / cofounder, Family financial platform.
Describes the starting position, not what the person later made of it.
Cohort percentile: 95
02 Built or converted leverage
13/25 multiplying-capacity score
Strongest observed levers:Complementary team, Domain proximity, Started serious reps before 20.
Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
Cohort percentile: 57
03 Compounding trajectory
5 documented steps
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.
Milestone at age 22
04 Observed career standing
T2 · Field-leading
Dominant figure at the top of a field. The tier summarizes documented career recognition through the data cutoff—not David Silver's worth or future potential.
Question four · where did the leverage come from?
David Silver's leverage provenance
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.
Started serious reps before 201/1
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Parent / family domain (1/2)Rare early tools (1/2)Dedicated mentor / coach (1/2)Elite institution pipeline (2/2)
Complementary team2/2
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Exceptional peer / cofounder (2/2)Elite institution pipeline (2/2)
Domain proximity2/2
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Direct domain exposure (1/2)Parent / family domain (1/2)Frontier geography (1/2)Elite institution pipeline (2/2)
Prior reps2/3
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Parent / family domain (1/2)Rare early tools (1/2)Dedicated mentor / coach (1/2)Elite institution pipeline (2/2)
Scarce skill depth2/3
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Parent / family domain (1/2)Rare early tools (1/2)Dedicated mentor / coach (1/2)Elite institution pipeline (2/2)
Elite ecosystem network2/3
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Parent / family domain (1/2)Elite institution pipeline (2/2)Frontier geography (1/2)Exceptional peer / cofounder (2/2)
Structural wave / timing1/3
Externalmedium confidence
A structural wave is external to the person, even when their position improved access to it.
Frontier geography (1/2)
Concentration intensity1/3
Advantage-enabledmedium confidence
One or more documented starting advantages plausibly enabled this lever.
Family financial platform (1/2)Dedicated mentor / coach (1/2)
This is a bounded inference from the current annotations—not a claim about private effort, merit, or the percentage of David Silver's outcome attributable to any origin.
Luck is not a leftover score.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.
Within Founders / operators, David Silver's starting-advantage total is at the 95th percentile. Separately, their built or converted leverage total is at the 57th percentile. Other T2 profiles average 7.9 / 24 starting advantage and 12.3 / 25 leverage. Similar scores appear in other tiers, so these figures describe positioning—not a cause.
Trajectory
- 1997 · age 21
Graduated from Cambridge with Addison-Wesley award for highest marks in computer science (93% average
Highest in Cambridge CS history).
- 1998 · age 22
Co-founded Elixir Studios with Demis Hassabis as CTO and lead programmer
Securing a three-game deal with Eidos Interactive.
- 2009 · age 33
Completed PhD at University of Alberta under Richard Sutton
Co-developed MoGo, one of the strongest Go programs.
- 2016 · age 40
Led the team that developed AlphaGo
Which defeated world Go champion Lee Sedol.
- 2019 · age 43
Awarded the ACM Prize in Computing
For breakthrough advances in computer game-playing.
Primary leverage engine
Technical depth
Scarce technical / intellectual depth
Secondary engine
Complementary team
Built/converted leverage
13 / 25
evidence: Medium
Built or converted leverage
Multiplying capacity documented later in the path. Measures what was present, not whether it was inherited, earned, self-built, external, or mixed.
Started serious reps before 20
1/1
Elite ecosystem network
2/3
Structural wave / timing
1/3
Concentration intensity
1/3
Starting-advantage scores (0–2 each)
Access or conditions documented near the beginning of the path. Zero means "no clear evidence in reviewed sources," not "advantage was absent."
Family financial platform
1/2
Parent / family domain
1/2
Inherited audience / network
0/2
Elite institution pipeline
2/2
Dedicated mentor / coach
1/2
Exceptional peer / cofounder
2/2
Direct domain exposure
1/2
Prodigy / innate ability
1/2
Adversity / constraint catalyst
0/2
Family context
Parents brought home a BBC Model B microcomputer when he was about seven; his father was so inspired that he gave up his career to study for a master's degree in artificial intelligence, teaching young David to program in Prolog and query family trees.
Parent / family domain
Father retrained in AI when David was ~7, teaching him Prolog and programming — direct early domain mentorship in computer science and AI from a parent who was simultaneously entering the field.
Archetype & tags
High-trust peer teamCambridge-top-of-classHassabis-collaborationElixir-StudiosAddison-Wesley-awardEidos-publishing-deal
Evidence summary
Silver's early computing exposure came from his parents bringing home a BBC Model B when he was about 7. His father was so inspired he gave up his career to pursue a master's in AI, directly teaching David Prolog and programming. Silver went on to top his Cambridge CS class (Addison-Wesley award, 93% average), co-found Elixir Studios with Demis Hassabis at 22, and later lead AlphaGo at DeepMind. His early advantages included direct parental AI mentorship, rare early home computing access, and the Cambridge elite academic pipeline. Family background provided both technical domain exposure and early tool access.
advantage confidence: Medium · source count: 4 · audit: not_independently_audited · status: subagent_researched_beta
Sources
Related — same primary engine