layer 3 · theory
principle P6 · evolution by design and spread
Trial-bound tempo
Generation time is decoupled from complexity, adaptation not from evaluation: no round of selection can be shorter than the trial that measures fitness, and the world that sets fitness keeps changing.
- What a test would record
- rounds of selection per month by mode of evaluation
- Tested by
Pred 2 Lineages evolve fastest where fitness can be scored automatically: rounds of selection per month in code and mathematics exceed those in niches judged by market trials by orders of magnitude.
Evidence in the register
Works it draws on
- Project Vend: Can Claude run a small shop? (And why does that matter?)
- IMO2026: AxiomProver solutions in Lean 4
- Doubling Times in Different Media – Escherichia coli (BNID 110058)
- Doubling Time of "Normal" Laboratory Haploid Strain – Saccharomyces cerevisiae (BNID 108255)
- Effects of size and temperature on developmental time
- Brief Guide to Drosophila Maintenance and Husbandry
- Task-Completion Time Horizons of Frontier AI Models
- Mouse Reproduction Facts
- AlphaEvolve: A coding agent for scientific and algorithmic discovery
- Heartbeat
- A new evolutionary law
- Human Generation Times across the Past 250,000 Years
- Darwin Gödel Machine: Open-Ended Evolution of Self-Improving Agents