[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-karpathy-s-observation-ai-agents-transform-programming-from-coding-to-orchestration":70},{"data":4},[5,37,57,64],{"name":6,"slug":7,"categories":8},"Productivity","productivity",[9,13,17,21,25,29,33],{"id":10,"title":11,"slug":12},17,"Branding","branding",{"id":14,"title":15,"slug":16},19,"Marketing","marketing",{"id":18,"title":19,"slug":20},20,"Work","work",{"id":22,"title":23,"slug":24},34,"Community","community",{"id":26,"title":27,"slug":28},21,"For newbies","for-newbies",{"id":30,"title":31,"slug":32},24,"Investment","investment",{"id":34,"title":35,"slug":36},22,"Finance","finance",{"name":38,"slug":39,"categories":40},"Tech","tech",[41,45,49,53],{"id":42,"title":43,"slug":44},28,"Technology","technology",{"id":46,"title":47,"slug":48},32,"Artificial Intelligence","artificial-intelligence",{"id":50,"title":51,"slug":52},26,"Security and protection","security-and-protection",{"id":54,"title":55,"slug":56},31,"YouTube Blog","youtube-blog",{"name":58,"slug":59,"categories":60},"News","news",[61],{"id":62,"title":58,"slug":63},18,"quasanews",{"name":65,"slug":66,"categories":67},"Business","business",[68],{"id":69,"title":65,"slug":66},16,{"post":71,"published_news":96,"popular_news":163,"categories":234},{"title":72,"description":73,"meta_title":72,"meta_description":74,"meta_keywords":75,"text":76,"slug":77,"created_at":78,"publish_at":79,"formatted_created_at":80,"category_id":46,"links":81,"view_type":86,"video_url":87,"views":88,"likes":89,"lang":90,"comments_count":89,"category":91},"Karpathy's Observation: AI Agents Transform Programming from Coding to Orchestration","Andrej Karpathy, former Director of AI at Tesla and a founding member of OpenAI, recently shared a compelling insight on how AI has dramatically altered the landscape of software development in just the past two months.","This change, Karpathy argues, marks a phase transition in programming, moving it from manual code-writing to managing AI-driven systems.","The era of typing code into editors is waning; instead, developers describe goals in natural language and oversee AI agents that handle the execution.","\u003Cp>Andrej Karpathy, former Director of AI at Tesla and a founding member of OpenAI, recently shared a compelling insight on how AI has dramatically altered the landscape of software development in just the past two months.\u003C/p>\n\n\u003Cp>\u003Cpicture class=\"image-align-right\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2026-03-03t190740564.webp\" type=\"image/webp\">\u003Cimg alt=\"Karpathy's Observation: AI Agents Transform Programming from Coding to Orchestration\" class=\"image-align-right\" height=\"169\" src=\"https://cdn.quasa.io/photos/00/image-2026-03-03t190740564.jpg\" width=\"300\" />\u003C/picture>In a post dated February 25, 2026, he described a sudden shift where coding agents, previously experimental and unreliable, now demonstrate the persistence and coherence needed to tackle real-world tasks autonomously.\u003C/p>\n\n\u003Cp>\u003Ca href=\"https://the-decoder.com/andrej-karpathy-says-programming-is-unrecognizable-now-that-ai-agents-actually-work\">This change, Karpathy argues, marks a phase transition in programming, moving it from manual code-writing to managing AI-driven systems.\u003C/a>\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>The Abrupt Evolution of Coding Agents\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cpicture class=\"image-align-left\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2026-03-03t190709207.webp\" type=\"image/webp\">\u003Cimg alt=\"Karpathy's Observation: AI Agents Transform Programming from Coding to Orchestration\" class=\"image-align-left\" height=\"298\" src=\"https://cdn.quasa.io/photos/00/image-2026-03-03t190709207.jpg\" width=\"200\" />\u003C/picture>Until December 2025, AI tools for coding were intriguing but limited — they could assist with snippets but faltered on complex, sustained efforts. Recent advancements in large language models (LLMs) have endowed these agents with enhanced quality, long-term context retention, and tenacity, enabling them to "power through" intricate problems.\u003C/p>\n\n\u003Cp>Karpathy illustrates this with a personal example: he tasked an agent with building a local video analysis dashboard, including server login, setup, model benchmarking, UI creation, and reporting — all completed in about 30 minutes without human intervention.\u003C/p>\n\n\u003Cp>What once required a full weekend now unfolds autonomously, resolving issues, debugging, and deploying.\u003C/p>\n\n\u003Cp>This leap signifies that agents have acquired a key engineering trait: persistence. They maintain focus, iterate on errors, and deliver end-to-end results, fundamentally disrupting traditional workflows.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>The New Programming Paradigm\u003C/strong>\u003C/h4>\n\n\u003Cp>Programming is becoming "unrecognizable," as Karpathy puts it. The era of typing code into editors is waning; instead, developers describe goals in natural language and oversee AI agents that handle the execution.\u003C/p>\n\n\u003Cp>\u003Cstrong>A typical process now involves:\u003C/strong>\u003C/p>\n\n\u003Cul>\n\t\u003Cli>Articulating the objective in English.\u003C/li>\n\t\u003Cli>Launching the agent.\u003C/li>\n\t\u003Cli>Monitoring progress.\u003C/li>\n\t\u003Cli>Reviewing outputs.\u003C/li>\n\t\u003Cli>Providing corrections or refinements.\u003C/li>\n\u003C/ul>\n\n\u003Cp>This elevates the role of the developer from coder to orchestrator, managing parallel agents equipped with tools, memory, and instructions.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Shifting Skills: From Coding to Agent-Engineering\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cpicture class=\"image-align-right\">\u003Csource srcset=\"https://cdn.quasa.io/photos/00/image-2026-03-03t190708122.webp\" type=\"image/webp\">\u003Cimg alt=\"Karpathy's Observation: AI Agents Transform Programming from Coding to Orchestration\" class=\"image-align-right\" height=\"447\" src=\"https://cdn.quasa.io/photos/00/image-2026-03-03t190708122.jpg\" width=\"300\" />\u003C/picture>The core competency is no longer rapid typing but high-level thinking: architectural design, task decomposition, environment setup, multi-agent coordination, and quality assurance. Success hinges on crafting clear specifications, defining success criteria, and verifying results — \u003Ca href=\"https://thenewstack.io/vibe-coding-agentic-engineering\">areas where human judgment remains essential\u003C/a>. Agents excel in verifiable domains but still require oversight for taste, iteration, and edge cases.\u003C/p>\n\n\u003Cp>\u003Ca href=\"https://shiftmag.dev/llm-agents-claude-7751\">Karpathy terms this "agentic engineering," emphasizing the expertise needed to leverage AI effectively\u003C/a>. Winners in this new era are those who master system-level abstraction, not just syntax.\u003C/p>\n\n\u003Ch4>\u003Cstrong>Limitations and the Path Forward\u003C/strong>\u003C/h4>\n\n\u003Cp>Despite the hype, this isn't "magic." Agents thrive with well-specified tasks and automated testing but falter without human guidance. The transition demands intuition for decomposition and integration, blending AI efficiency with human insight.\u003C/p>\n\n\u003Cp>Also read:\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/mit-study-reveals-cognitive-debt-how-over-reliance-on-ai-weakens-independent-thinking\">MIT Study Reveals 'Cognitive Debt': How Over-Reliance on AI Weakens Independent Thinking\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/bytedance-pursues-custom-ai-chip-development-amid-samsung-manufacturing-talks\">ByteDance Pursues Custom AI Chip Development Amid Samsung Manufacturing Talks\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/china-ushers-in-a-new-era-for-phds-practical-achievements-replace-traditional-dissertations\">China Ushers in a New Era for PhDs: Practical Achievements Replace Traditional Dissertations\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/elon-musk-s-bold-claim-retirement-savings-may-become-obsolete-in-10-20-years\">Elon Musk's Bold Claim: Retirement Savings May Become Obsolete in 10-20 Years\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Conclusion\u003C/strong>\u003C/h4>\n\n\u003Cp>Karpathy's observation captures a pivotal moment: programming is evolving from hands-on coding to strategic management of AI systems. This shift, accelerated in late 2025, promises unprecedented leverage but requires adapting skills to higher abstractions. As AI agents mature, the focus moves to "agent-engineering," where thoughtful orchestration unlocks transformative productivity.\u003C/p>","karpathy-s-observation-ai-agents-transform-programming-from-coding-to-orchestration","2026-03-03T18:11:11.000000Z","2026-03-10T03:00:00.000000Z","10.03.2026",{"image":82,"image_webp":83,"thumb":84,"thumb_webp":85},"https://cdn.quasa.io/images/news/FmORLVPzvtgZUYCCl1foDO91nAFMfjVzuFeWDyWt.jpg","https://cdn.quasa.io/images/news/FmORLVPzvtgZUYCCl1foDO91nAFMfjVzuFeWDyWt.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/FmORLVPzvtgZUYCCl1foDO91nAFMfjVzuFeWDyWt.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/FmORLVPzvtgZUYCCl1foDO91nAFMfjVzuFeWDyWt.webp","small",null,1393,0,"en",{"id":46,"title":47,"slug":48,"meta_title":92,"meta_description":93,"meta_keywords":93,"deleted_at":87,"created_at":94,"updated_at":95,"lang":90},"Artificial Intelligence | AI Breakthroughs, Agents & Tools | QUASA","Artificial Intelligence, ai, ml, machine learning, chatgpt, future","2024-09-22T08:08:27.000000Z","2026-04-22T14:56:34.000000Z",[97,111,124,137,150],{"title":98,"description":99,"slug":100,"created_at":101,"publish_at":101,"formatted_created_at":102,"category":103,"links":104,"view_type":86,"video_url":87,"views":109,"likes":89,"lang":90,"comments_count":89,"is_pinned":110},"Quasacoin (QUA) Trading Volumes Surge on Decentralized Exchanges Amid Shifting Holder Dynamics and Deflationary Momentum","As new buyers enter and the token’s free float tightens further, QUASA demonstrates resilience and strategic vision. With a decade of experience behind it and a clear commitment to value accrual for holders, the project stands out in a crowded market.","quasacoin-qua-trading-volumes-surge-on-decentralized-exchanges-amid-shifting-holder-dynamics-and-deflationary-momentum","2026-04-24T11:57:20.000000Z","24.04.2026",{"title":58,"slug":63},{"image":105,"image_webp":106,"thumb":107,"thumb_webp":108},"https://cdn.quasa.io/images/news/nXthVwSTsXspc8a25OCVfkqHNRNoAL2IcWqU3MV7.jpg","https://cdn.quasa.io/images/news/nXthVwSTsXspc8a25OCVfkqHNRNoAL2IcWqU3MV7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/nXthVwSTsXspc8a25OCVfkqHNRNoAL2IcWqU3MV7.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/nXthVwSTsXspc8a25OCVfkqHNRNoAL2IcWqU3MV7.webp",35,false,{"title":112,"description":113,"slug":114,"created_at":115,"publish_at":116,"formatted_created_at":102,"category":117,"links":118,"view_type":86,"video_url":87,"views":123,"likes":89,"lang":90,"comments_count":89,"is_pinned":110},"Character AI Launches “Books” — Now You Can Step Inside Your Favorite Classic Novels","Character.AI, the popular platform known for letting users create and chat with AI-powered characters, has just introduced one of its most ambitious features yet: Books.","character-ai-launches-books-now-you-can-step-inside-your-favorite-classic-novels","2026-04-20T21:13:32.000000Z","2026-04-24T11:01:00.000000Z",{"title":65,"slug":66},{"image":119,"image_webp":120,"thumb":121,"thumb_webp":122},"https://cdn.quasa.io/images/news/RAwRg3ljforBHHGGH3NcJTJOMXPWeBoOmkzmtjGD.jpg","https://cdn.quasa.io/images/news/RAwRg3ljforBHHGGH3NcJTJOMXPWeBoOmkzmtjGD.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/RAwRg3ljforBHHGGH3NcJTJOMXPWeBoOmkzmtjGD.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/RAwRg3ljforBHHGGH3NcJTJOMXPWeBoOmkzmtjGD.webp",41,{"title":125,"description":126,"slug":127,"created_at":128,"publish_at":129,"formatted_created_at":102,"category":130,"links":131,"view_type":86,"video_url":87,"views":136,"likes":89,"lang":90,"comments_count":89,"is_pinned":110},"OpenAI Launches GPT-Rosalind: A Specialized AI Model Aimed at Accelerating Drug Discovery","For years, DeepMind has demonstrated with AlphaFold that the most impactful AI breakthroughs in science often come from highly specialized models rather than general-purpose ones.","openai-launches-gpt-rosalind-a-specialized-ai-model-aimed-at-accelerating-drug-discovery","2026-04-20T20:58:22.000000Z","2026-04-24T09:46:00.000000Z",{"title":43,"slug":44},{"image":132,"image_webp":133,"thumb":134,"thumb_webp":135},"https://cdn.quasa.io/images/news/4xcTp3eHMAlvSDdEakQSXR47BHBsjgOFeWeN4q7N.jpg","https://cdn.quasa.io/images/news/4xcTp3eHMAlvSDdEakQSXR47BHBsjgOFeWeN4q7N.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/4xcTp3eHMAlvSDdEakQSXR47BHBsjgOFeWeN4q7N.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/4xcTp3eHMAlvSDdEakQSXR47BHBsjgOFeWeN4q7N.webp",48,{"title":138,"description":139,"slug":140,"created_at":141,"publish_at":142,"formatted_created_at":102,"category":143,"links":144,"view_type":86,"video_url":87,"views":149,"likes":89,"lang":90,"comments_count":89,"is_pinned":110},"Mark Zuckerberg Is Building an AI Clone of Himself — And This Time It Might Actually Talk Back","Mark Zuckerberg has a thing for unconventional versions of himself. During the height of the metaverse hype, he proudly appeared as a cartoonish, legless avatar that became an instant meme. 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Enterprisers are people who undertake a business or enterprise with the chance of earning profits or suffering from loss.","the-anatomy-of-an-entrepreneur","2021-08-04T15:18:21.000000Z","2025-12-14T06:09:00.000000Z","14.12.2025",{"title":65,"slug":66},{"image":173,"image_webp":87,"thumb":174,"thumb_webp":174},"https://cdn.quasa.io/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",71468,2,{"title":178,"description":179,"slug":180,"created_at":181,"publish_at":182,"formatted_created_at":183,"category":184,"links":185,"view_type":190,"video_url":87,"views":191,"likes":192,"lang":90,"comments_count":89,"is_pinned":110},"Advertising on QUASA","QUASA MEDIA is read by more than 400 thousand people a month. We offer to place your article, add a link or order the writing of an article for publication.","advertising-on-quasa","2022-07-06T07:33:02.000000Z","2025-12-15T17:33:02.000000Z","15.12.2025",{"title":58,"slug":63},{"image":186,"image_webp":187,"thumb":188,"thumb_webp":189},"https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.webp","large",71243,4,{"title":194,"description":195,"slug":196,"created_at":197,"publish_at":198,"formatted_created_at":199,"category":200,"links":201,"view_type":86,"video_url":87,"views":204,"likes":192,"lang":90,"comments_count":89,"is_pinned":110},"What is a Startup?","A startup is not a new company, not a tech company, nor a new tech company. You can be a new tech company, if your goal is not to grow high and fast; then, you are not a startup. ","what-is-a-startup","2021-08-04T12:05:17.000000Z","2025-12-17T13:02:00.000000Z","17.12.2025",{"title":65,"slug":66},{"image":202,"image_webp":87,"thumb":203,"thumb_webp":203},"https://cdn.quasa.io/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",68856,{"title":206,"description":207,"slug":208,"created_at":209,"publish_at":210,"formatted_created_at":211,"category":212,"links":213,"view_type":86,"video_url":87,"views":218,"likes":176,"lang":90,"comments_count":219,"is_pinned":110},"Top 5 Tips to Make More Money as a Content Creator","Content creators are one of the most desired job titles right now. Who wouldn’t want to earn a living online?","top-5-tips-to-make-more-money-as-a-content-creator","2022-01-17T17:31:51.000000Z","2026-01-17T11:30:00.000000Z","17.01.2026",{"title":19,"slug":20},{"image":214,"image_webp":215,"thumb":216,"thumb_webp":217},"https://cdn.quasa.io/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://cdn.quasa.io/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.webp",42796,1,{"title":221,"description":222,"slug":223,"created_at":224,"publish_at":225,"formatted_created_at":226,"category":227,"links":228,"view_type":190,"video_url":87,"views":233,"likes":176,"lang":90,"comments_count":89,"is_pinned":110},"8 Logo Design Tips for Small Businesses","Your logo tells the story of your business and the values you stand for.","8-logo-design-tips-for-small-businesses","2021-12-04T21:59:52.000000Z","2025-05-05T03:30:00.000000Z","05.05.2025",{"title":15,"slug":16},{"image":229,"image_webp":230,"thumb":231,"thumb_webp":232},"https://cdn.quasa.io/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://cdn.quasa.io/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.webp","https://cdn.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://cdn.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.webp",41851,[235,236,237,238,239,240,241,242,243,244,245,246,247],{"title":23,"slug":24},{"title":47,"slug":48},{"title":55,"slug":56},{"title":43,"slug":44},{"title":51,"slug":52},{"title":31,"slug":32},{"title":35,"slug":36},{"title":27,"slug":28},{"title":19,"slug":20},{"title":15,"slug":16},{"title":58,"slug":63},{"title":11,"slug":12},{"title":65,"slug":66}]