{"id":3442,"date":"2026-09-17T17:11:47","date_gmt":"2026-09-17T15:11:47","guid":{"rendered":"https:\/\/www.5thfloor.be\/"},"modified":"2026-09-24T16:42:16","modified_gmt":"2026-09-24T14:42:16","slug":"ai-softwareontwikkeling-forge","status":"publish","type":"post","link":"https:\/\/www.5thfloor.be\/nl\/ai-softwareontwikkeling-forge\/","title":{"rendered":"Hoe AI de softwareontwikkeling echt verandert"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">Your developers are already using AI. That\u2019s no longer the question. It has become part of their routine without any official decision. What matters today is transforming individual uses into a collective, measurable, and sustainable capability. Can you answer this question with numbers rather than just a hunch?<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Everyone has the tools, but not necessarily the results<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Copilot, Claude Code, Cursor, Codex: these tools write code, generate tests, document, and correct\u2014and the trend extends beyond developers to include analysts, testers, and operations.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The DORA 2025 report finds that approximately 90% of tech professionals use AI, and more than 80% report increased productivity as a result. [1] But high adoption is associated with both an increase in delivery velocity and an increase in instability in production. We\u2019re delivering faster but with less robustness.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A May 2026 CloudBees survey of more than 200 technical leaders confirms this tension: 61% of code is reportedly generated or assisted by AI, 92% of executives are confident in deploying it to production, and 81% report an increase in incidents related to this code. [2]<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What METR Corrected<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The 2025 METR study, which is still widely cited, found that developers were 19% slower when using AI, even though they expected to save 20% of their time. [3] In February 2026, METR revised its protocol after identifying a significant selection bias. The estimated slowdown drops to 18% for the initial cohort and 4% for new hires, with confidence intervals that cross zero. [4]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Two takeaways: the effect of AI depends on the task, the initial code, and the individual; no published average applies directly to your situation. And measuring this effect is difficult, even for a team whose sole focus is on this.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">The bottleneck has shifted to code review<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Code is being produced faster, but the human capacity to review it hasn\u2019t changed. The Stack Overflow survey from late 2025, with over 49,000 respondents, shows 80% AI usage but confidence in accuracy has dropped to 29% (down from 40% the previous year). 66% spend more time fixing this type of code, and 75% end up turning to a colleague. [5]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">DORA puts it bluntly: individual benefits do not automatically translate to organizational benefits. Here are four indicators to help you assess where you stand:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; the time it takes for a pull request to be reviewed for the first time<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; the failure rate of changes and the time to recovery<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; the percentage of code rewritten or deleted within thirty days<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; post-delivery correction time relative to development time<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If velocity increases while these metrics deteriorate, the problem has been shifted, not solved.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Bad news: security remains a real issue<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">According to Veracode (Spring 2026), only 55% of generated code passes security tests without explicit guidelines\u2014a rate that has remained virtually stable for the past two years, while syntax correction exceeds 95%. [6] The breakdown: 82% success rate for SQL injection, 86% for cryptography, but only 15% for cross-site scripting and 13% for log injection. Security won\u2019t come from the next version of the model, but from project guidelines, static analysis, and human review focused on high-risk areas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Your best practices quickly become outdated<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A prompt technique that was effective a year ago may be obsolete today. What has stabilized by 2026:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; written specifications before deploying an agent, versioned along with the code<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; project context files maintained like code, reviewed via pull requests<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; automated evaluations with every change to the model or policy<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; agents running in isolated environments with limited permissions and traceable actions<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">AI amplifies what already exists<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">DORA identifies seven capabilities that enable an organization to truly leverage AI: a clear stance on AI, a healthy data ecosystem, data accessible to tools, robust version control, working in small batches, a strong user-centric focus, and high-quality internal platforms. [7] All of these capabilities predate the arrival of AI assistants. AI didn\u2019t invent them; it made them prerequisites. A team that delivers in small batches and knows how to backtrack truly accelerates. A team with a fragile delivery pipeline also accelerates\u2014and crashes into a wall.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We\u2019ve already written about this in a previous article, \u201cAI Accelerates Individuals. Who Accelerates Organizations?\u201d, which discusses how teams need to rethink how they operate.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What if the assistant stops working?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">On June 4, 2026, an incident with the Copilot code review tool caused up to 93.9% of requests to fail for one hour and twenty-five minutes, affecting approximately 36,800 reviews. [8] On August 6 and 17, new outages affected Actions, Pages, and Copilot, with GitHub itself attributing some of these issues to the load from AI-assisted development. [9]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A few hours of downtime are inconvenient; a few days become costly if no fallback plan has been put in place: the ability to switch models or providers without rewriting everything, and keeping team members who can deliver without an assistant.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Who will review this code in five years?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A study by Hosseini Maasoum and Lichtinger, based on U.S. data on resumes and job postings, found a 9\u201310% decline in entry-level employment in the six quarters following the adoption of generative AI, with no comparable effect on experienced workers. [10] Senior-level positions are built up from entry-level ones. Eliminating the tasks through which people learn will, within a few years, erode the ability to review code. This can be addressed through pair reviews of generated code, rotation through sensitive sections, and exercises without an assistant.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Traceability: Now, Rather Than in 2027<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Regulation (EU) 2026\/1744 of July 8 postpones the requirements for high-risk systems until December 2, 2027, but the transparency requirements of Article 50 have been in effect since August 2, 2026. [11] This is a postponement, not a cancellation. It\u2019s better to implement traceability now rather than have to rush to get everything done at the end of 2027.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Five questions you should be able to answer by the end of the year<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; For which specific tasks have we measured a benefit, and how?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; What is our average turnaround time before the first review, and has it increased over the past year?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; What percentage of AI code undergoes automated security analysis before merging?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; What do we do if our lead assistant is unavailable for three days?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2022&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp; Who will be able to review this code in five years, and how do we train them today?<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We asked ourselves these five questions before you did. We didn\u2019t have all the answers. That\u2019s how FORGE was born.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">At 5th floor<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">FORGE is the flagship project of our innovation department, created to extend this work beyond our own teams: a protocol for measuring actual gains, a repository of proven practices, a review and security framework, guidelines for agent usage, a documented fallback mode, and a plan for knowledge transfer to junior staff. TechRadar is the technological side of this initiative, and our iso-functional rewrites serve as the testing ground.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What we built for our teams, our innovation department now offers to our clients: a quantitative assessment of the seven DORA capabilities, role-specific training, team coaching, and program scoping.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you\u2019d like to compare your metrics with ours, let\u2019s talk.<\/p>\n\n\n\n<div class=\"wp-block-uagb-buttons uagb-buttons__outer-wrap uagb-btn__default-btn uagb-btn-tablet__default-btn uagb-btn-mobile__default-btn uagb-block-8abb0d04\"><div class=\"uagb-buttons__wrap uagb-buttons-layout-wrap \">\n<div class=\"wp-block-uagb-buttons-child uagb-buttons__outer-wrap uagb-block-9e3c31d0 wp-block-button\"><div class=\"uagb-button__wrapper\"><a class=\"uagb-buttons-repeater wp-block-button__link\" aria-label=\"\" href=\"\/contact\" rel=\"follow noopener\" target=\"_self\" role=\"button\"><div class=\"uagb-button__link\">Contact me<\/div><\/a><\/div><\/div>\n<\/div><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">Sources<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[1] DORA (Google Cloud), State of AI-assisted Software Development, 2025.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[2] CloudBees, The 2026 State of Code Abundance Report, May 2026, survey of over 200 technical leaders.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[3] METR, Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity, July 2025, arXiv:2507.09089.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[4] METR, \u201cWe Are Changing Our Developer Productivity Experiment Design,\u201d February 24, 2026.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[5] Stack Overflow, 2025 Developer Survey, published December 29, 2025, with over 49,000 respondents.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[6] Veracode, \u201cSpring 2026 GenAI Code Security Update,\u201d 2026.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[7] DORA (Google Cloud), 2025 DORA AI Capabilities Model, 2025.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[8] GitHub, GitHub Availability Report: June 2026, July 2026.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[9] The Register, \u201cLatest GitHub Outage Squeezes Actions, Pages to Death,\u201d August 6, 2026, and \u201cGitHub Has Issues as Repo Downloads Hit 50% Error Rate,\u201d August 17, 2026.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[10] S. M. Hosseini Maasoum and G. Lichtinger, \u201cGenerative AI as Seniority-Biased Technological Change: Evidence from U.S. Resume and Job Posting Data,\u201d SSRN, 2025.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">[11] Regulation (EU) 2026\/1744 of July 8, 2026, amending Regulation (EU) 2024\/1689 (Digital Omnibus on AI), Official Journal of July 24, 2026; European Commission, transparency obligations took effect on August 2, 2026.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Your developers are already using AI. That\u2019s no longer the question. It has become part of their routine without any official decision. What matters today is transforming individual uses into a collective, measurable, and sustainable capability. Can you answer this question with numbers rather than just a hunch? Everyone has the tools, but not necessarily [&hellip;]<\/p>\n","protected":false},"author":16,"featured_media":3433,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"inline_featured_image":false,"_uag_custom_page_level_css":"","_post_is_featured":"","_post_subtitle":"","_post_team_members":[],"_post_wp_authors":[16],"_post_external_authors":[],"footnotes":""},"categories":[1],"tags":[],"class_list":["post-3442","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>How AI Is Really Changing Code | 5th floor<\/title>\n<meta name=\"description\" content=\"Increased velocity, security and continuous code review. 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