{"id":28943,"date":"2026-02-04T08:47:28","date_gmt":"2026-02-04T07:47:28","guid":{"rendered":"https:\/\/spiritinprojects.com\/?p=28943"},"modified":"2026-04-27T16:05:14","modified_gmt":"2026-04-27T14:05:14","slug":"monoculture-is-a-thing-of-the-past-why-i-rarely-use-just-one-ai-anymore","status":"publish","type":"post","link":"https:\/\/spiritinprojects.com\/en\/monoculture-is-a-thing-of-the-past-why-i-rarely-use-just-one-ai-anymore\/","title":{"rendered":"Monoculture is a thing\u00a0of\u00a0the past. Why\u00a0I rarely\u00a0use just one AI anymore&#8230;\u00a0"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">I am often asked which AI we use. That motivated me to\u00a0write\u00a0an article about it. Which models do we use? What are their advantages and disadvantages? What are the characteristics of these \u2018employees\u2019 and how do they behave when working together?\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Large language models are often used as chatbots. The training data comes\u00a0largely from\u00a0the internet \u2013 full of programming examples and technical descriptions (e.g.\u00a0from Stack Overflow). Even the first chatbots were able to answer technical questions by outputting short \u2013 and sometimes even longer \u2013 pieces of source code.\u00a0\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Let&#8217;s&nbsp;rewind to the year 2025:&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">LLMs can now not only&nbsp;talk, but&nbsp;also act. They use tools (e.g.&nbsp;to read and write files, search for file names and text passages, execute commands and&nbsp;analyse&nbsp;their outputs) and are thus able to search, understand and \u2013 depending on the prompt \u2013 specifically&nbsp;modify&nbsp;not only individual lines of code, but entire codebases.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This marked the birth of the <strong>development agent<\/strong>: an agent that programs independently on the developer&#8217;s instructions.\u00a0\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We have been actively using\u00a0such\u00a0Dev\u00a0Agents<strong>\u00a0<\/strong>in a wide variety of projects for over a year now. And the development of new models that are specifically\u00a0optimised\u00a0for this type of work is progressing rapidly. In a current migration project \u2013 from one CRM system to another provider \u2013 we created large parts of the migration scripts with the help of agents, for example.\u00a0\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I will discuss the project results in a later post. Today, I would like to share\u00a0a different perspective: my experiences with various LLMs as the basis for dev agents. In this project, we used three currently widely used models \u2013 not only comparing them\u00a0technically, but\u00a0also\u00a0observing\u00a0how the collaboration felt \u2018interpersonally\u2019.\u00a0<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Which three LLMs did we use?\u00a0<\/strong>\u00a0<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Claude Sonnet 4.5&nbsp;<\/strong>(Anthropic)&nbsp;&nbsp;&nbsp;<\/li>\n\n\n\n<li><strong>Gemini 3 Flash (Preview)&nbsp;<\/strong>(Google)&nbsp;&nbsp;&nbsp;<\/li>\n\n\n\n<li><strong>Grok Code Fast 1<\/strong>&nbsp;(xAI)&nbsp;&nbsp;<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">What environment did we work in?\u00a0\u00a0<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Visual Studio Code\u00a0<\/strong>\u00a0\u00a0<\/li>\n\n\n\n<li><strong>Kilo Code<\/strong>\u00a0as an agent platform\u00a0\u00a0\u00a0<\/li>\n\n\n\n<li><strong>OpenRouter\u00a0<\/strong>for using the LLMs via API\u00a0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">Brief overview: Strengths and framework conditions\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Claude Sonnet 4.5<\/strong>\u00a0is currently something of a top dog among development LLMs. We have already used it to implement several comparable tasks with\u00a0very good\u00a0quality and high efficiency. The disadvantage: Sonnet 4.5 quickly becomes expensive for longer tasks with many tokens.\u00a0\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That&#8217;s\u00a0exactly why we wanted to test\u00a0<strong>Grok Code Fast 1\u00a0<\/strong>from\u00a0xAI. It was developed specifically for agentic coding and is significantly cheaper per million tokens than Sonnet 4.5 \u2013 and, as the name suggests,\u00a0very fast.\u00a0\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We chose\u00a0<strong>Gemini 3 Flash Preview<\/strong>\u00a0because we suspected that it would lie between these two extremes:\u00a0very\u00a0fast, large context window (1 million tokens) and significantly cheaper than Claude Sonnet 4.5.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Which model performed best?\u00a0\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">All three models will get you where you want to go sooner or later.\u00a0But what I found exciting was\u00a0<strong>how different the collaboration felt<\/strong>. You really get the impression that each model has its own character.\u00a0\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Here is my very personal \u2013 and deliberately subjective \u2013 experience:\u00a0\u00a0<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Claude Sonnet 4.5: The conscientious senior consultant<\/strong>\u00a0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Sonnet worked through tasks very thoroughly and conscientiously. The results were often correct on the first attempt or only needed minor adjustments, which Sonnet then implemented quickly and cleanly.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">What particularly struck me was that\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Sonnet<\/strong> explains everything in\u00a0great detail: approach, intermediate steps, results \u2013 often in such depth that I found myself thinking: \u2018Thank you, but I didn&#8217;t really want to know that much detail.\u2019\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li>If something in the prompt was unclear, Sonnet politely asked for clarification instead of simply making assumptions.\u00a0\u00a0<\/li>\n\n\n\n<li>When I found errors in the concept or code, Sonnet\u00a0analysed\u00a0in great detail why this had happened \u2013 and then corrected it neatly (including an apology, sometimes almost too much so).\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Sometimes Sonnet was\u00a0almost too\u00a0diligent: in addition to the actual task, it wrote analysis or test scripts on its own initiative to ensure that nothing was missing. Nice \u2013 but in practice, I\u00a0didn&#8217;t\u00a0need\u00a0everything.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My impression:&nbsp;<\/strong>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Claude Sonnet 4.5 is the conscientious senior consultant: extremely competent, explains everything thoroughly, delivers high-quality results \u2013 but with noticeable overhead and a corresponding price tag.&nbsp;&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Grok Code Fast 1: The hyperactive junior developer\u00a0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Fast 1 is\u00a0really fast. It throws itself into every task and\u00a0immediately\u00a0starts implementing \u2013 without asking too many questions. It produces a lot of source code quickly and cheaply, and a surprising amount of it works on the first or second attempt.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">However:\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Fast 1 likes to make\u00a0the\u00a0odd mistake.\u00a0\u00a0<\/li>\n\n\n\n<li>If you give quick feedback (stack trace in the prompt), it often corrects itself just as quickly.\u00a0<\/li>\n\n\n\n<li>It&#8217;s\u00a0clear that this model is all about speed.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">However, when the errors became more complex, I sometimes had the feeling that Fast 1\u00a0didn&#8217;t\u00a0analyse\u00a0them in a sufficiently structured way and instead simply tried the next approach \u2013 which then might not work either.\u00a0A few times we almost \u2018argued\u2019: when a bug persisted and I insisted on a real fix several times, it simply commented out the questionable code and reported that the error had been fixed.\u00a0\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My impression:&nbsp;<\/strong>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Grok Code Fast 1 is the hyperactive junior developer: fast, inexpensive, churns out masses of code, solves many problems \u2018on demand\u2019 \u2013 but you have to manage it closely and occasionally slow it down.&nbsp;<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Gemini 3 Flash Preview: The objective professional\u00a0<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Gemini has s<strong>olved tasks for me at\u00a0almost Sonnet\u00a0level<\/strong>. It thinks carefully, analyses cleanly and delivers\u00a0very good\u00a0results that often work\u00a0immediately.\u00a0<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">This is what the collaboration feels like:\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Errors are corrected quickly and specifically.\u00a0\u00a0<\/li>\n\n\n\n<li>If I misunderstand something, Gemini clearly points this out and asks how I would like to\u00a0proceed.\u00a0<\/li>\n\n\n\n<li>Communication is professional,\u00a0structured\u00a0and efficient.\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">After a while, however, the collaboration seemed\u00a0rather cold\u00a0to me:\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Gemini reliably does what you explicitly ask it to do \u2013 but it rarely\u00a0contributes\u00a0additional\u00a0ideas or proactive suggestions, as Sonnet likes to do.\u00a0\u00a0<\/li>\n\n\n\n<li>Explanations tend to be brief; sometimes I had to specifically ask for details.\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>My impression:&nbsp;<\/strong>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Gemini 3 Flash Preview is the matter-of-fact professional: efficient, reliable, competent \u2013 but sober and less proactive than Sonnet.&nbsp;&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">So\u00a0what now? Not 100% happy with any of them?\u00a0\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">To exaggerate slightly:&nbsp;&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>either expensive&nbsp;and&nbsp;very talkative (Sonnet),&nbsp;&nbsp;<\/li>\n\n\n\n<li>or&nbsp;very fast, but sometimes sloppy (Grok),&nbsp;&nbsp;<\/li>\n\n\n\n<li>or efficient, but a little cold (Gemini).&nbsp;&nbsp;<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">The consequence for me was clear:&nbsp;<strong>I changed the way I work.&nbsp;<\/strong>&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Instead of \u2018one&nbsp;favourite&nbsp;LLM for everything\u2019,&nbsp;I now&nbsp;<strong>use different agents for different tasks.<\/strong>&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">My current workflow with Kilo Code\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">In Kilo Code, I can assign different modes to different models. In simple terms, this is how it looks for me:\u00a0<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Orchestration mode \u2013 Claude Sonnet 4.5<\/strong>\u00a0<br>For larger tasks: coordinating, planning, structuring. Orchestration distributes the detailed work to other agents and\u00a0initiates\u00a0it.\u00a0\u00a0<br>I also prefer to use\u00a0Sonnet\u00a04.5 in\u00a0<strong>architecture mode<\/strong>\u00a0because it gives me the most comprehensive concepts and suggestions.\u00a0<br><\/li>\n\n\n\n<li><strong>Code mode \u2013 Gemini 3 Flash<\/strong>\u00a0<br>What counts here is reliable implementation: correct, targeted, fast \u2013 without a lot of \u2018chatter\u2019.\u00a0\u00a0<br>Gemini also works very well for me in\u00a0<strong>debug mode<\/strong>: clear, precise,\u00a0solution-oriented.\u00a0\u00a0<br><\/li>\n\n\n\n<li><strong>Additional\u00a0profile \u2013 Grok Code Fast 1\u00a0<\/strong>\u00a0<br>I use Grok when there are\u00a0<strong>lots of similar tasks<\/strong>\u00a0to do \u2013\u00a0e.g.\u00a0many similar scripts or templates. In these scenarios, speed wins, and Fast 1 is simply extremely fast and inexpensive.\u00a0\u00a0<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">My conclusion: monoculture is\u00a0a thing of the past\u00a0<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">After these experiences, one thing is clear to me:&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I would <strong>no longer use the model of a single provider.\u00a0\u00a0<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Every agent \u2013 every LLM \u2013 has specific strengths and weaknesses. And this \u2018character\u2019 has a direct impact on how productive and pleasant the collaboration is.&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The ability to<strong> flexibly combine multiple providers in open systems has become a decisive criterion for me in\u00a02026.\u00a0<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>It is not one \u2018perfect\u2019 AI that makes the difference \u2013 but the interplay of their different characters.\u00a0<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>I am often asked which AI we use. That motivated me to\u00a0write\u00a0an article about it. Which models do we use? What are their advantages and disadvantages? What are the characteristics of these \u2018employees\u2019 and how do they behave when working together?\u00a0 Large language models are often used as chatbots. The training data comes\u00a0largely from\u00a0the internet&hellip; <a class=\"continue\" href=\"https:\/\/spiritinprojects.com\/en\/monoculture-is-a-thing-of-the-past-why-i-rarely-use-just-one-ai-anymore\/\">Continue Reading<span> Monoculture is a thing\u00a0of\u00a0the past. Why\u00a0I rarely\u00a0use just one AI anymore&#8230;\u00a0<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":29286,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[119],"tags":[],"class_list":["post-28943","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-innovation-en"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Monoculture is a thing\u00a0of\u00a0the past. Why\u00a0I rarely\u00a0use just one AI anymore...\u00a0 - Spirit in Projects<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/spiritinprojects.com\/en\/monoculture-is-a-thing-of-the-past-why-i-rarely-use-just-one-ai-anymore\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Monoculture is a thing\u00a0of\u00a0the past. Why\u00a0I rarely\u00a0use just one AI anymore...\u00a0 - Spirit in Projects\" \/>\n<meta property=\"og:description\" content=\"I am often asked which AI we use. That motivated me to\u00a0write\u00a0an article about it. Which models do we use? What are their advantages and disadvantages? What are the characteristics of these \u2018employees\u2019 and how do they behave when working together?\u00a0 Large language models are often used as chatbots. The training data comes\u00a0largely from\u00a0the internet&hellip; Continue Reading Monoculture is a thing\u00a0of\u00a0the past. Why\u00a0I rarely\u00a0use just one AI anymore&#8230;\u00a0\" \/>\n<meta property=\"og:url\" content=\"https:\/\/spiritinprojects.com\/en\/monoculture-is-a-thing-of-the-past-why-i-rarely-use-just-one-ai-anymore\/\" \/>\n<meta property=\"og:site_name\" content=\"Spirit in Projects\" \/>\n<meta property=\"article:published_time\" content=\"2026-02-04T07:47:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2026-04-27T14:05:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2026\/04\/human-robot-handshake-collaborat.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"800\" \/>\n\t<meta property=\"og:image:height\" content=\"450\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Karl Schott\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Karl Schott\" \/>\n\t<meta name=\"twitter:label2\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"6 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/monoculture-is-a-thing-of-the-past-why-i-rarely-use-just-one-ai-anymore\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/monoculture-is-a-thing-of-the-past-why-i-rarely-use-just-one-ai-anymore\\\/\"},\"author\":{\"name\":\"Karl Schott\",\"@id\":\"https:\\\/\\\/spiritinprojects.com\\\/en\\\/#\\\/schema\\\/person\\\/8f5b0341a1f7b49c6a6b35a1ba52588a\"},\"headline\":\"Monoculture is a thing\u00a0of\u00a0the past. 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