--- title: Computation as a Universal and Fundamental Concept — Ergo description: Tim Roughgarden's lecture series explores computation as a fundamental concept, starting from Turing's 1936 proof that some problems are algorithmically... canonical: https://daily.dev/posts/computation-as-a-universal-and-fundamental-concept-ergo-clgjnkozq twitter:card: summary_large_image twitter:site: @dailydotdev og:type: website og:site_name: daily.dev og:title: Computation as a Universal and Fundamental Concept — Ergo | daily.dev og:description: Tim Roughgarden's lecture series explores computation as a fundamental concept, starting from Turing's 1936 proof that some problems are algorithmically... og:url: https://daily.dev/posts/computation-as-a-universal-and-fundamental-concept-ergo-clgjnkozq og:image: https://api.daily.dev/og/posts/ClGJnkozQ.png og:image:alt: Computation as a Universal and Fundamental Concept — Ergo og:image:width: 1200 og:image:height: 630 og:locale: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # Computation as a Universal and Fundamental Concept — Ergo **[Hacker News](https://daily.dev/sources/hn)** · 3 min read · 0 upvotes · 0 comments ## Summary Tim Roughgarden's lecture series explores computation as a fundamental concept, starting from Turing's 1936 proof that some problems are algorithmically unsolvable (the halting problem), through efficient algorithms like Dijkstra's and Karatsuba's, to the theory of NP-completeness and the P versus NP problem. The series traces how thousands of seemingly unrelated problems reduce to the same underlying challenge, and examines implications for cryptography, AI, and quantum computing. No prior CS or math background is required. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Turing Award Winner: P vs NP, Zero-Knowledge Proofs, Quantum Computation](https://daily.dev/posts/turing-award-winner-p-vs-np-zero-knowledge-proofs-quantum-computation-fvd154j6p) · The Developing Dev · 4 upvotes · 0 comments - [P vs. NP and the Difficulty of Computation: A Ruliological Approach](https://daily.dev/posts/p-vs-np-and-the-difficulty-of-computation-a-ruliological-approach-zclrnsize) · Stephen Wolfram Writings · 0 upvotes · 0 comments - [Terence Tao on “prematurely solving \[a maths\] problem by purely AI-powered methods”](https://daily.dev/posts/terence-tao-on-prematurely-solving-a-maths-problem-by-purely-ai-powered-methods--vijmwh2ky) · Lobsters · 0 upvotes · 0 comments --- Tags: [#algorithms](https://daily.dev/tags/algorithms) [View this post on daily.dev](https://daily.dev/posts/computation-as-a-universal-and-fundamental-concept-ergo-clgjnkozq) ```json {"@context":"https://schema.org","@graph":[{"@type":"Organization","@id":"https://daily.dev/#organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180},"sameAs":["https://twitter.com/dailydotdev","https://github.com/dailydotdev","https://www.linkedin.com/company/daily-dev-ltd"]},{"@type":"WebSite","@id":"https://daily.dev/#website","url":"https://daily.dev","name":"daily.dev","publisher":{"@id":"https://daily.dev/#organization"},"potentialAction":{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https://daily.dev/search?q={search_term_string}"},"query-input":"required name=search_term_string"}}]} {"@context":"https://schema.org","@type":"TechArticle","headline":"Computation as a Universal and Fundamental Concept — Ergo","url":"https://daily.dev/posts/computation-as-a-universal-and-fundamental-concept-ergo-clgjnkozq","mainEntityOfPage":{"@type":"WebPage","@id":"https://daily.dev/posts/computation-as-a-universal-and-fundamental-concept-ergo-clgjnkozq"},"datePublished":"2026-07-10T17:40:15.621Z","dateModified":"2026-07-10T17:40:32.908Z","description":"Tim Roughgarden's lecture series explores computation as a fundamental concept, starting from Turing's 1936 proof that some problems are algorithmically...","image":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/68cf54413c5e9a85d43a89b6fb0941ac?_a=AQAEuop","thumbnailUrl":"https://media.daily.dev/image/upload/f_auto,q_auto/v1/posts/68cf54413c5e9a85d43a89b6fb0941ac?_a=AQAEuop","isAccessibleForFree":true,"articleSection":"Hacker News","inLanguage":"en","publisher":{"@type":"Organization","name":"daily.dev","url":"https://daily.dev","logo":{"@type":"ImageObject","url":"https://daily.dev/apple-touch-icon.png","width":180,"height":180}},"author":{"@type":"Organization","name":"Hacker News","logo":"https://media.daily.dev/image/upload/t_logo,f_auto/v1/logos/hn","url":"https://daily.dev/sources/hn"},"commentCount":0,"discussionUrl":"https://daily.dev/posts/computation-as-a-universal-and-fundamental-concept-ergo-clgjnkozq","interactionStatistic":[{"@type":"InteractionCounter","interactionType":{"@type":"LikeAction"},"userInteractionCount":0},{"@type":"InteractionCounter","interactionType":{"@type":"CommentAction"},"userInteractionCount":0}],"keywords":"algorithms","timeRequired":"PT3M"} {"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https://daily.dev"},{"@type":"ListItem","position":2,"name":"Hacker News","item":"https://daily.dev/sources/hn"},{"@type":"ListItem","position":3,"name":"Computation as a Universal and Fundamental Concept — Ergo"}]} ```