[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"nav-categories":3,"article-ai-coding-tools-accelerating-development-while-amplifying-errors":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":92,"popular_news":150,"categories":214},{"title":72,"description":73,"meta_title":72,"meta_description":73,"meta_keywords":74,"text":75,"slug":76,"created_at":77,"publish_at":78,"formatted_created_at":79,"category_id":46,"links":80,"view_type":83,"video_url":84,"views":85,"likes":86,"lang":87,"comments_count":86,"category":88},"AI Coding Tools: Accelerating Development While Amplifying Errors","In the fast-evolving landscape of software engineering, AI coding assistants have emerged as game-changers, promising to supercharge developer productivity.","As 2026 unfolds, the key to harnessing AI will be blending its speed with human judgment, ensuring innovation doesn't come at the expense of stability.","\u003Cp>In the fast-evolving landscape of software engineering, AI coding assistants have emerged as game-changers, promising to supercharge developer productivity. Tools like GitHub Copilot, \u003Ca href=\"https://quasa.io/media/cursor-s-ai-revolution-building-a-browser-from-scratch-with-gpt-5-2-agents-in-just-one-week\">Cursor\u003C/a>, and specialized platforms such as Greptile and CodeRabbit are now staples in many dev teams, automating everything from code generation to reviews.\u003C/p>\n\n\u003Cp>\u003Cimg alt=\"\" class=\"image-align-left\" height=\"169\" src=\"https://quasa.io/storage/photos/00/image - 2026-01-20T172129.997.jpg\" width=\"300\" />Yet, as adoption surges — with over 70% of developers using AI tools by late 2025 according to industry surveys — the trade-offs are becoming clearer. While these systems enable teams to churn out more code at unprecedented speeds, they also introduce a higher volume of bugs, raising questions about long-term code quality and maintainability.\u003C/p>\n\n\u003Cp>Drawing from recent reports, this article explores the dual nature of AI in coding: a booster for output, but a potential hazard for reliability.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Productivity Surge: More Code, Bigger Pull Requests\u003C/strong>\u003C/h4>\n\n\u003Cp>\u003Cimg alt=\"\" class=\"image-align-right\" height=\"447\" src=\"https://quasa.io/storage/photos/00/image - 2026-01-20T172218.967.jpg\" width=\"300\" />One of the most touted benefits of AI coding tools is their ability to amplify developer output. According to Greptile's "\u003Ca href=\"https://www.greptile.com/state-of-ai-coding-2025\">State of AI Coding 2025\u003C/a>" report, which analyzed internal engineering metrics from March to November 2025, the median pull request (PR) size grew by 33%, jumping from 57 to 76 lines changed per PR.\u003C/p>\n\n\u003Cp>This isn't just about quantity; it reflects developers tackling more complex changes efficiently, thanks to AI's role as a "force multiplier." Overall, lines of code per developer skyrocketed by 76%, from 4,450 to 7,839.\u003C/p>\n\n\u003Cp>Medium-sized teams (6-15 developers) saw even steeper gains, with an 89% increase in output, reaching 13,227 lines per developer. Additionally, the median lines changed per file rose by 20%, from 18 to 22, indicating denser, more comprehensive modifications.\u003C/p>\n\n\u003Cp>These figures align with broader trends. Greptile, which raised $25 million in funding in September 2025 to expand its AI code validation capabilities, has reviewed over 500,000 lines of code for companies like Substack and Brex, \u003Ca href=\"https://siliconangle.com/2025/09/23/greptile-bags-25m-funding-take-coderabbit-graphite-ai-code-validation\">preventing more than 180,000 bugs from reaching production\u003C/a>.\u003C/p>\n\n\u003Cp>The tool's graph-based approach to understanding entire codebases enables faster reviews — up to 11 times quicker than competitors— while adapting to team-specific coding standards. \u003Ca href=\"https://www.grow-fast.co.uk/blog/ai-coding-tools-2025-what-works-what-doesnt\">Independent benchmarks from September 2025 showed Greptile catching 82% of test issues, outperforming rivals like CodeRabbit (44%)\u003C/a>.\u003C/p>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>The Bug Boom: Quality Takes a Hit\u003C/strong>\u003C/h4>\n\n\u003Cp>However, this productivity boom comes with a caveat: AI-generated code is riddled with more errors. CodeRabbit's "State of AI vs Human Code Generation Report," released in December 2025, analyzed 470 open-source GitHub pull requests — \u003Ca href=\"https://www.coderabbit.ai/blog/state-of-ai-vs-human-code-generation-report\">320 AI-co-authored and 150 human-only\u003C/a> — using a structured issue taxonomy.\u003C/p>\n\n\u003Cp>\u003Cimg alt=\"\" class=\"image-align-left\" height=\"447\" src=\"https://quasa.io/storage/photos/00/image - 2026-01-20T172217.400.jpg\" width=\"300\" />The findings are stark: AI PRs contained 1.7 times more issues overall (10.83 per PR versus 6.45 for humans), with more high-issue outliers that burden reviewers. Critical and major findings were 1.4 to 1.7 times more prevalent in AI-assisted work.\u003C/p>\n\n\u003Cp>AI struggles most in nuanced areas. Logic and correctness issues, including business logic flaws, incorrect dependencies, and misconfigurations, were 75% more common.\u003C/p>\n\n\u003Cp>Readability problems spiked over three times, as AI often ignores local naming conventions and structural patterns.\u003C/p>\n\n\u003Cp>Error handling gaps, such as missing null checks or guardrails, doubled. Security vulnerabilities surged up to 2.74 times, particularly in handling sensitive data like passwords.\u003C/p>\n\n\u003Cp>Performance issues, though less frequent, were heavily skewed toward AI, with excessive I/O operations eight times more common due to simplistic patterns.\u003C/p>\n\n\u003Cp>Concurrency and dependency problems also doubled, while formatting and naming inconsistencies rose 2.66 and nearly two times, respectively.\u003C/p>\n\n\u003Cp class=\"image-align-center\">\u003Cimg alt=\"CodeRabbit's "State of AI vs Human Code Generation Report," released in December 2025, analyzed 470 open-source GitHub pull requests — 320 AI-co-authored and 150 human-only — using a structured issue taxonomy.\" height=\"387\" src=\"https://quasa.io/storage/photos/00/photo_2026-01-20_17-53-59.jpg\" width=\"400\" />\u003C/p>\n\n\u003Cp>Interestingly, while the report doesn't highlight areas where AI outright excels over humans in error reduction, it notes that no issue types are unique to AI — most are simply more frequent and variable. This variability underscores the need for robust review processes. CodeRabbit itself positions as a solution, standardizing quality and reducing reviewer fatigue, which has been linked to missed bugs in traditional workflows.\u003C/p>\n\n\u003Cp>\u003Cimg alt=\"\" class=\"image-align-right\" height=\"169\" src=\"https://quasa.io/storage/photos/00/image - 2026-01-20T172131.233.jpg\" width=\"300\" />\u003Cstrong>Also read:\u003C/strong>\u003C/p>\n\n\u003Cul>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/o-ring-automation-why-ai-might-not-destroy-jobs-gradually-but-could-end-them-suddenly\">O-Ring Automation: Why AI Might Not Destroy Jobs Gradually — But Could End Them Suddenly\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/cryptocurrency-becomes-integral-to-traditional-finance-insights-from-2026\">Cryptocurrency Becomes Integral to Traditional Finance: Insights from 2026\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/netflix-s-approach-to-storytelling-deliberately-simplifying-dialogues-and-breaking-traditional-film-structures\">Netflix's Approach to Storytelling: Deliberately Simplifying Dialogues and Breaking Traditional Film Structures?\u003C/a>\u003C/li>\n\t\u003Cli>\u003Ca href=\"https://quasa.io/media/anti-plagiarism-systems-beware-humanize-to-the-rescue\">Anti-Plagiarism Systems Beware: Humanize to the Rescue\u003C/a>\u003C/li>\n\u003C/ul>\n\n\u003Chr />\n\u003Ch4>\u003Cstrong>Striking a Balance: Human Oversight in the AI Era\u003C/strong>\u003C/h4>\n\n\u003Cp>The competition between tools like Greptile and CodeRabbit highlights an evolving ecosystem. Greptile claims to catch over 50% more bugs than CodeRabbit in head-to-head tests on 50 open-source PRs, emphasizing concise, high-signal reviews. Meanwhile, CodeRabbit focuses on integrating into IDEs, CLIs, and PR workflows to catch issues early. Broader lists of 2025's top AI dev tools, including Sourcegraph Cody and DeepCode AI, praise these for debugging and error resolution, saving hours on trial-and-error fixes.\u003C/p>\n\n\u003Cp>\u003Cimg alt=\"\" class=\"image-align-left\" height=\"169\" src=\"https://quasa.io/storage/photos/00/image - 2026-01-20T172147.404.jpg\" width=\"300\" />Ultimately, AI's role in coding isn't about replacement but augmentation — with caveats. As Greptile's CEO Daksh Gupta noted, the explosion in code volume from AI generators like Claude Code necessitates advanced validation layers to prevent bottlenecks.\u003C/p>\n\n\u003Cp>Developers must implement guardrails: providing context, enforcing policies, and leveraging AI-aware reviews.\u003C/p>\n\n\u003Cp>Without them, the 76% output boost could be undermined by escalating bugs, leading to higher maintenance costs down the line. As 2026 unfolds, the key to harnessing AI will be blending its speed with human judgment, ensuring innovation doesn't come at the expense of stability.\u003C/p>","ai-coding-tools-accelerating-development-while-amplifying-errors","2026-01-20T16:24:55.000000Z","2026-01-28T03:15:00.000000Z","28.01.2026",{"image":81,"thumb":82},"https://quasa.io/storage/images/news/4BQqAokBs4X1phy1Fu3jGH6lIBni2x15rbIaNcT6.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/4BQqAokBs4X1phy1Fu3jGH6lIBni2x15rbIaNcT6.jpg","small",null,941,0,"en",{"id":46,"title":47,"slug":48,"meta_title":47,"meta_description":89,"meta_keywords":89,"deleted_at":84,"created_at":90,"updated_at":91,"lang":87},"Artificial Intelligence, ai, ml, machine learning, chatgpt, future","2024-09-22T08:08:27.000000Z","2024-09-23T12:49:38.000000Z",[93,106,117,128,139],{"title":94,"description":95,"slug":96,"created_at":97,"publish_at":97,"formatted_created_at":98,"category":99,"links":100,"view_type":103,"video_url":84,"views":104,"likes":86,"lang":87,"comments_count":86,"is_pinned":105},"Jaxx Liberty for Cross-Device Crypto Management","A practical article about Jaxx Liberty as a cross-platform blockchain wallet with portfolio tools, exchange access, and block explorer features for daily crypto management.","jaxx-liberty-for-cross-device-crypto-management","2026-04-08T12:21:43.000000Z","08.04.2026",{"title":35,"slug":36},{"image":101,"thumb":102},"https://quasa.io/storage/images/news/2BoYmDUS7F9wHE0dwpD2KUpX702LkL1Spp2KC5Vm.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/2BoYmDUS7F9wHE0dwpD2KUpX702LkL1Spp2KC5Vm.jpg","large",97,false,{"title":107,"description":108,"slug":109,"created_at":110,"publish_at":111,"formatted_created_at":98,"category":112,"links":113,"view_type":83,"video_url":84,"views":116,"likes":86,"lang":87,"comments_count":86,"is_pinned":105},"Nvidia CEO Jensen Huang Proposes Paying Engineers with AI Tokens","Nvidia CEO Jensen Huang has put forward a radical new idea for compensating tech talent: paying engineers part of their salary in AI tokens.","nvidia-ceo-jensen-huang-proposes-paying-engineers-with-ai-tokens","2026-03-25T19:56:16.000000Z","2026-04-08T11:48:00.000000Z",{"title":19,"slug":20},{"image":114,"thumb":115},"https://quasa.io/storage/images/news/KL5Yqt5ZzW3R4cu7XmE15grrRHdKZ1WBoKbC6Zu3.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/KL5Yqt5ZzW3R4cu7XmE15grrRHdKZ1WBoKbC6Zu3.jpg",137,{"title":118,"description":119,"slug":120,"created_at":121,"publish_at":122,"formatted_created_at":98,"category":123,"links":124,"view_type":83,"video_url":84,"views":127,"likes":86,"lang":87,"comments_count":86,"is_pinned":105},"The AI Scientist Hits Nature: Scaling Scientific Discovery Like Code","The dream of a fully autonomous laboratory has moved from the realm of \"experimental demo\" to a validated scientific reality. The AI Scientist, a pioneering system designed to automate the entire lifecycle of research, has officially been published in Nature.","the-ai-scientist-hits-nature-scaling-scientific-discovery-like-code","2026-03-25T19:23:02.000000Z","2026-04-08T09:15:00.000000Z",{"title":47,"slug":48},{"image":125,"thumb":126},"https://quasa.io/storage/images/news/QZJ74ZuxTmCA52qWq4HZkP2WikrOYpg6WBusDdyn.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/QZJ74ZuxTmCA52qWq4HZkP2WikrOYpg6WBusDdyn.jpg",231,{"title":129,"description":130,"slug":131,"created_at":132,"publish_at":133,"formatted_created_at":98,"category":134,"links":135,"view_type":83,"video_url":84,"views":138,"likes":86,"lang":87,"comments_count":86,"is_pinned":105},"Nostalgia Is Still King: Retro Video Rental Store Simulator Is a Massive Hit on Steam","In the age of instant streaming, it turns out a surprising number of people — including many who were born after Blockbuster went bankrupt — are craving the simple joy of renting physical movies.","nostalgia-is-still-king-retro-video-rental-store-simulator-is-a-massive-hit-on-steam","2026-03-25T18:41:36.000000Z","2026-04-08T06:35:00.000000Z",{"title":43,"slug":44},{"image":136,"thumb":137},"https://quasa.io/storage/images/news/VvOooYMc2244q5hTV6Or5OMgr8schTPlzU8b4HXY.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/VvOooYMc2244q5hTV6Or5OMgr8schTPlzU8b4HXY.jpg",316,{"title":140,"description":141,"slug":142,"created_at":143,"publish_at":144,"formatted_created_at":98,"category":145,"links":146,"view_type":83,"video_url":84,"views":149,"likes":86,"lang":87,"comments_count":86,"is_pinned":105},"Hollywood Is Shrinking — And the Real Villain Isn’t Strikes or Wildfires, It’s the Government","American film and television production is in serious decline, and last week a surprisingly candid hearing in Burbank made one thing crystal clear: the biggest problem isn’t greedy studios, lazy writers, or California wildfires.","hollywood-is-shrinking-and-the-real-villain-isn-t-strikes-or-wildfires-it-s-the-government","2026-03-25T18:29:29.000000Z","2026-04-08T03:21:00.000000Z",{"title":65,"slug":66},{"image":147,"thumb":148},"https://quasa.io/storage/images/news/RZriu0EWvrhbleBD7g7RJnhk1QyPm4DDZeesC0bC.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/RZriu0EWvrhbleBD7g7RJnhk1QyPm4DDZeesC0bC.jpg",430,[151,164,177,189,202],{"title":152,"description":153,"slug":154,"created_at":155,"publish_at":156,"formatted_created_at":157,"category":158,"links":159,"view_type":83,"video_url":84,"views":162,"likes":163,"lang":87,"comments_count":86,"is_pinned":105},"The Anatomy of an Entrepreneur","Entrepreneur is a French word that means an enterpriser. 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":160,"thumb":161},"https://quasa.io/storage/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp","https://api.quasa.io/thumbs/news-thumb/images/news/mVsXPTMuHZuI7UXCsENgL1Qwp1uSOf7Rz3uVPMfm.webp",67224,2,{"title":165,"description":166,"slug":167,"created_at":168,"publish_at":169,"formatted_created_at":170,"category":171,"links":172,"view_type":103,"video_url":84,"views":175,"likes":176,"lang":87,"comments_count":86,"is_pinned":105},"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":173,"thumb":174},"https://quasa.io/storage/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/45SvmdsTQbiyc3nxgbyHY1mpVbisYyub2BCHjqBL.jpg",66492,4,{"title":178,"description":179,"slug":180,"created_at":181,"publish_at":182,"formatted_created_at":183,"category":184,"links":185,"view_type":83,"video_url":84,"views":188,"likes":176,"lang":87,"comments_count":86,"is_pinned":105},"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":186,"thumb":187},"https://quasa.io/storage/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp","https://api.quasa.io/thumbs/news-thumb/images/news/EOsQhSW3VXyG7a6NPdE1oZd00xfJXe3bjY5aJGb7.webp",65007,{"title":190,"description":191,"slug":192,"created_at":193,"publish_at":194,"formatted_created_at":195,"category":196,"links":197,"view_type":83,"video_url":84,"views":200,"likes":163,"lang":87,"comments_count":201,"is_pinned":105},"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":198,"thumb":199},"https://quasa.io/storage/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/gP8kiumBPpJmQv6SMieXiX1tDetx43VwFfO1P4Ca.jpg",39569,1,{"title":203,"description":204,"slug":205,"created_at":206,"publish_at":207,"formatted_created_at":208,"category":209,"links":210,"view_type":103,"video_url":84,"views":213,"likes":163,"lang":87,"comments_count":86,"is_pinned":105},"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":211,"thumb":212},"https://quasa.io/storage/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg","https://api.quasa.io/thumbs/news-thumb/images/news/Wbx2NtS1CnTupgoQbpFMGspJ5jm4uob2hDOq33r0.jpg",39060,[215,216,217,218,219,220,221,222,223,224,225,226,227],{"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}]