# Evolution Warns Against Premature Optimization by Kevin Kelly > “Scientists use a diagram of a mountainous landscape to illustrate this principle. The contours of the undulating landscape indicate adaptive success of a creature. The higher the elevation of an entity, the more successful it is. The lower, the less fit. The lowest elevation is zero adaptation, or in other words, extinction. The evolutionary history of an organism can thus be mapped over time as its population begins in the foothills of low adaptation and gradually ascends the higher mountains of increased environmental adaptation. This is known in biology and in computer science as “hill climbing.” If the species is lucky, it will climb until it reaches a peak of optimal adaptation. Tyrannosaurus Rex achieved peak fitness. The industrial-age Olivetti Corporation reached the peak of optimal typewriter. Sex Pistols reached the summit of punk rock.” > **— Kevin Kelly**, *2017, Edge Annual Question, “What Scientific Term Or Concept Ought To Be More Widely Known?”* ## Sources and Context - **Direct Edge response and surrounding essay:** [Premature Optimization](https://www.edge.org/response-detail/27063) — Edge published this exact passage in its 2017 Annual Question collection, *WHAT SCIENTIFIC TERM OR CONCEPT OUGHT TO BE MORE WIDELY KNOWN?*. The response page preserves the surrounding argument and qualifications. - **Complete local collection index:** [[research/Edge 2017 Full Quotation Curation|Edge 2017 Full Quotation Curation]] — retained source-first record for the complete response cohort and this passage's promotion status. ## Related Articles and Collections - **Collection:** [[collections/Edge|Edge]] - **Collection:** [[collections/Machine Succession|Machine Succession]] - **Article:** [[articles/The Evolutionary Roots of Silicon Valley|Valley Roots]] - **Article:** [[articles/Digital Darwinism and the Invisible World of Machine Evolution|Digital Darwinism]] - **Article:** [[articles/We Were Never Going to Make It|Never Going to Make It!]] - **Wiki map:** [[wiki/Evolutionary Biology|Evolutionary Biology]] ## Related Topics - [[wiki/Evolutionary Biology|Evolutionary Biology]] - [[wiki/Species|Species]] - [[wiki/Species-Level Maturation|Species-Level Maturation]] - [[wiki/Convergent Evolution|Convergent Evolution]] ## Share on Social Media ``` “Scientists use a diagram of a mountainous landscape to illustrate this principle. The contours of the undulating landscape indicate adaptive success of a creature. The higher the elevation of an entity, the more successful it is. The lower, the less fit. The lowest elevation is zero adaptation, or in other words, extinction. The evolutionary history of an organism can thus be mapped over time as its population begins in the foothills of low adaptation and gradually ascends the higher mountains of increased environmental adaptation. This is known in biology and in computer science as “hill climbing.” If the species is lucky, it will climb until it reaches a peak of optimal adaptation. Tyrannosaurus Rex achieved peak fitness. The industrial-age Olivetti Corporation reached the peak of optimal typewriter. Sex Pistols reached the summit of punk rock.” — Kevin Kelly, 2017, Edge Annual Question, “What Scientific Term Or Concept Ought To Be More Widely Known?” https://bryantmcgill.com/simple-reminders-kevin-kelly-evolution-warns-against-premature-optimization ```