"The system continually has to make this choice: it can either continue to exploit a known process and make it more productive, or it can explore a new process at the cost of being less efficient"
About this Quote
The phrasing smuggles in a moral friction. “Exploit” is technically correct in decision theory, but in ordinary language it carries a whiff of extraction. “Explore,” meanwhile, sounds noble, almost romantic, even as Kelly admits it makes you “less efficient.” He’s poking at efficiency as a false idol: productivity is measurable and therefore rewarded; exploration is messy, hard to justify in quarterly terms, and often punished until it suddenly becomes the only thing that matters.
Subtextually, this is a warning about feedback loops. The better a known process gets, the more resources it attracts, the harder it becomes to fund the experiments that could replace it. That’s how platforms stagnate, newsrooms calcify, and creative scenes turn into content mills. Kelly’s intent is pragmatic but not neutral: he’s advocating for institutional slack, for tolerating temporary underperformance in exchange for future adaptability. In a culture that treats optimization as virtue, he’s arguing that inefficiency is sometimes the entry fee for survival.
Quote Details
| Topic | Decision-Making |
|---|---|
| Source | Help us find the source |
| Cite |
Citation Formats
APA Style (7th ed.)
Kelly, Kevin. (2026, January 16). The system continually has to make this choice: it can either continue to exploit a known process and make it more productive, or it can explore a new process at the cost of being less efficient. FixQuotes. https://fixquotes.com/quotes/the-system-continually-has-to-make-this-choice-it-96623/
Chicago Style
Kelly, Kevin. "The system continually has to make this choice: it can either continue to exploit a known process and make it more productive, or it can explore a new process at the cost of being less efficient." FixQuotes. January 16, 2026. https://fixquotes.com/quotes/the-system-continually-has-to-make-this-choice-it-96623/.
MLA Style (9th ed.)
"The system continually has to make this choice: it can either continue to exploit a known process and make it more productive, or it can explore a new process at the cost of being less efficient." FixQuotes, 16 Jan. 2026, https://fixquotes.com/quotes/the-system-continually-has-to-make-this-choice-it-96623/. Accessed 12 Feb. 2026.

