{"id":35740,"date":"2026-03-05T11:10:21","date_gmt":"2026-03-05T10:10:21","guid":{"rendered":"https:\/\/stage-fp.webenv.pl\/blog\/?p=35740"},"modified":"2026-03-10T12:02:40","modified_gmt":"2026-03-10T11:02:40","slug":"ai-in-software-development-human-judgement","status":"publish","type":"post","link":"https:\/\/www.future-processing.com\/blog\/ai-in-software-development-human-judgement\/","title":{"rendered":"AI in software development: where human judgement still leads"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"35740\" class=\"elementor elementor-35740\" data-elementor-post-type=\"post\">\n\t\t\t\t<div class=\"elementor-element elementor-element-18531c8c e-con-full e-flex e-con e-parent\" data-id=\"18531c8c\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1647eb23 elementor-widget elementor-widget-fp_breadcrumbs\" data-id=\"1647eb23\" data-element_type=\"widget\" data-widget_type=\"fp_breadcrumbs.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-breadcrumbs  o-margin--first-section\">\n    <div class=\"o-container\">\n        <a\n            href=\"https:\/\/www.future-processing.com\"\n            class=\"o-breadcrumbs__link o-breadcrumbs__link--home\"\n            aria-label=\"Home\"\n            data-elementclick=\"Breadcrumbs link\"\n            data-elementname=\"Breadcrumbs Home\"\n        >\n            Home        <\/a>\n        <a\n            href=\"https:\/\/www.future-processing.com\/blog\"\n            class=\"o-breadcrumbs__link\"\n            aria-label=\"Blog\"\n            data-elementclick=\"Breadcrumbs link\"\n            data-elementname=\"Breadcrumbs Blog\"\n        >\n            Blog        <\/a>\n                                                                <span aria-current=\"page\" class=\"o-breadcrumbs__title\">AI in software development: where human judgement still leads<\/span>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-659c4c52 toc-ignore elementor-widget elementor-widget-fp_banner-post\" data-id=\"659c4c52\" data-element_type=\"widget\" data-widget_type=\"fp_banner-post.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"s-banner-post o-margin__top--standard  o-margin__bottom--standard  m-gradient-light\" >\n    <div class=\"s-banner-post__background\">\n                    <img fetchpriority=\"high\" decoding=\"async\" width=\"1156\" height=\"603\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post.png\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post.png 1156w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-300x156.png 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-1024x534.png 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/bg_banner_single_post-768x401.png 768w\" sizes=\"(max-width: 1156px) 100vw, 1156px\" \/>            <\/div>\n    <div class=\"o-container\">\n        <div class=\"row\">\n            <div\n                class=\"s-banner-post__categories col-small-24 col-tablet-22 col-medium-14 col-big-15 col-laptop-14 col-fullhd-13 col-qhd-15\"\n            >\n                                    <a\n                        href=\"https:\/\/www.future-processing.com\/blog\/?category=ai-ml\"\n                        class=\"s-banner-post__categories-button o-button o-button--secondary o-button--rounded o-button--s\"\n                    >\n                        AI\/ML                    <\/a>\n                            <\/div>\n            <div\n                class=\"s-banner-post__content col-small-24 col-tablet-22 col-medium-14 col-big-15 col-laptop-14 col-fullhd-13 col-qhd-15\"\n            >\n                <h1 class=\"f-headline-semi-huge f-line\">\n                    AI in software development: where human judgement still leads                <\/h1>\n                <div class=\"s-banner-post__description f-headline-extra-big\">\n                    Engineering teams across the UK are already using AI-augmented software development tools to navigate legacy codebases, generate code, write tests, and accelerate delivery. The question most organisations are asking now is not whether to adopt AI, but how to do it in a way that is sustainable, measurable, and appropriately controlled.                <\/div>\n                <div class=\"s-banner-post__details\">\n                    <div class=\"s-banner-post__date f-paragraph\">\n                        <svg class='o-icon o-icon--16 o-icon--calendar '>\n            <use xlink:href='#icon-16_calendar'><\/use>\n          <\/svg>                        <b>Last update date: <\/b>\n                        10 March 2026                    <\/div>\n                                        \n<div class=\"o-social-media  f-paragraph\">\n    <b>Share on: <\/b>\n            <a href=\"http:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fai-in-software-development-human-judgement%2F\" aria-label=\"Share on Facebook\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" 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height=\"480\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/12\/agaca_blog_240_480.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/12\/agaca_blog_240_480.jpg 240w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/12\/agaca_blog_240_480-150x300.jpg 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>                <a class=\"o-person-linkedin__linkedin\" href=\"https:\/\/www.linkedin.com\/in\/adam-gaca\/\" target=\"_blank\" aria-label=\"LinkedIn\" data-elementclick=\"person-linkedin-url\" rel=\"noopener\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin '>\n            <use xlink:href='#icon-16_linkedin'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n                            <p class=\"f-paragraph s-banner-post__author-name\">\n                                Adam Gaca                            <\/p>\n                                                            <p class=\"f-paragraph s-banner-post__author-position\">\n                                    Managing Director UK&amp;I and VP of Innovation                                <\/p>\n                                                                                        <a href=\"https:\/\/www.future-processing.com\/blog\/author\/agaca\/\" class=\"o-button o-button--tertiary o-button--arrow o-button--icon-right o-button--m\">\n                                    More from this author                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--24 o-icon--arrow '>\n            <use xlink:href='#icon-24_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                                    <\/div>\n            <\/div>\n        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o-social-media--border f-paragraph\">\n    <b>Share on: <\/b>\n            <a href=\"http:\/\/www.facebook.com\/sharer.php?u=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fai-in-software-development-human-judgement%2F\" aria-label=\"Share on Facebook\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Facebook\">\n            <svg class='o-icon o-icon--16 o-icon--facebook '>\n            <use xlink:href='#icon-16_facebook'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/twitter.com\/intent\/tweet?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fai-in-software-development-human-judgement%2F\" aria-label=\"Share on Twitter\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"Twitter\">\n            <svg class='o-icon o-icon--16 o-icon--x '>\n            <use xlink:href='#icon-16_x'><\/use>\n          <\/svg>        <\/a>\n            <a href=\"https:\/\/www.linkedin.com\/shareArticle?url=https%3A%2F%2Fwww.future-processing.com%2Fblog%2Fai-in-software-development-human-judgement%2F\" aria-label=\"Share on LinkedIn\" target=\"_blank\" rel=\"noopener noreferrer\" data-elementclick=\"social-media-link\" data-elementname=\"LinkedIn\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin2 '>\n            <use xlink:href='#icon-16_linkedin-2'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5def60c1 e-con-full js-post-content s-post-content e-flex e-con e-child\" data-id=\"5def60c1\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6e67b730 elementor-widget elementor-widget-fp_text_box\" data-id=\"6e67b730\" data-element_type=\"widget\" data-widget_type=\"fp_text_box.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"o-text-box m-gradient-light o-text-box--shadow\">\n                    <div class=\"f-paragraph o-text-box__text\"><p>The problem is that '<a href=\"https:\/\/www.future-processing.com\/adopt-ai\/\">AI adoption<\/a>' means very different things depending on who is saying it. A <strong>developer using AI to autocomplete a function<\/strong> and a <strong>team running fully autonomous software pipelines<\/strong> are both described as 'using AI', yet the <strong>two have almost nothing in common<\/strong> in terms of workflow, risk, or organisational implication.<\/p><p>Without a <strong>clear way to distinguish between them<\/strong>, most conversations about AI in software development end up talking past each other.<\/p><p>A useful lens is to ask <strong>where the human sits in the process<\/strong>, and how that position shifts as AI takes on progressively more of the work. That question maps onto five distinct <strong>stages<\/strong>.<\/p><p>The <strong>first three<\/strong> form what we call the <strong>AI-boosted zone<\/strong>: AI amplifies the team's capability, but human expertise and accountability remain firmly in the lead. <strong>Stages 4 and 5 represent a different model entirely<\/strong>, one where the developer's role transforms in ways that go well beyond tool adoption.<\/p><p>Understanding the difference between these two worlds is the starting point for making good decisions about where to invest and how fast to move.<\/p><\/div>\n    <\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-40c7e86a elementor-widget elementor-widget-heading\" data-id=\"40c7e86a\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>The AI-boosted zone: stages 1, 2 and 3<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1a81ae8f elementor-widget elementor-widget-text-editor\" data-id=\"1a81ae8f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Across all three stages in the AI-boosted zone, one principle holds: <strong>the human leads the process<\/strong>.<\/p><p>Developer expertise, architectural judgement, and accountability for the output remain in human hands. What changes, stage by stage, is<strong> how much of the implementation work the human is directly doing<\/strong> and how much is being directed and reviewed rather than written from scratch.<\/p><h3><strong>Stage 1: AI as an intelligent assistant<\/strong><\/h3><p>At Stage 1, <strong>AI functions as an information and drafting tool<\/strong>. It suggests code completions, surfaces relevant patterns, helps engineers navigate large or poorly documented codebases, and generates first drafts of code and tests. Every <strong>output is reviewed and refined by a human<\/strong> before it goes anywhere near production.<\/p><p>The human is still writing the software. <strong>AI is reducing the friction<\/strong> of doing so &#8211; handling volume, filling gaps in documentation, keeping context fresh across large codebases. Think of it as <strong>a faster, smarter tab key<\/strong>: the keystrokes reduce, but the developer&#8217;s thinking drives every decision. <strong>The productivity gains at this stage are real but incremental.<\/strong> Anyone promising dramatic output increases from basic AI assistance alone is overstating the case.<\/p><p>For organisations in regulated sectors like financial services, insurance, utilities &#8211; this is the natural default. Under the <a href=\"https:\/\/www.future-processing.com\/blog\/ai-compliance-guide\/\">EU AI Act<\/a>, which has direct relevance for UK organisations with EU operations or data flows, this <strong>stage puts human accountability exactly where regulators expect it<\/strong>. The risk\/reward ratio here is the most favourable of any stage: gains are measurable and the governance overhead is manageable.<\/p><p>One thing worth being clear-eyed about: <strong>AI does not know things in the way people do<\/strong>. It generates output based on statistical probability rather than understanding. A <a href=\"https:\/\/www.techbrew.com\/stories\/2025\/10\/29\/news-summaries-ai-chatbots-accuracy-problems-bbc-study\" rel=\"noopener\">BBC and European Broadcasting Union study across 22 media organisations<\/a> found that<strong> 45% of AI-generated responses contained significant issues<\/strong>, including factual errors, sourcing problems, and missing context. The same dynamic applies to code. Human curation at this stage is the control mechanism, not a formality.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-d73dd98 elementor-widget elementor-widget-fp_cta\" data-id=\"d73dd98\" data-element_type=\"widget\" data-widget_type=\"fp_cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"o-cta\">\n    <div class=\"o-cta__pill-container\">\n                    <img decoding=\"async\" width=\"120\" height=\"260\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/01\/pill-AI.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                                    <div class=\"f-paragraph\"><p><strong>Get recommendations on how AI can be applied within your organisation.<\/strong><\/p>\n<p>Explore data-based opportunities to gain a competitive advantage.<\/p><\/div>\n                                    <div class=\"o-cta__buttons-container\">\n                                    <a class=\"o-button o-button--primary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/adopt-ai\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>Adopt AI with us<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                                                    <a class=\"o-button o-button--secondary o-button--xs o-button--arrow o-button--icon-right\"\n                       href=\"#contact-form\" target=\"_self\">\n                        <span>Let&#039;s work together<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                            <\/div>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4f73110 elementor-widget elementor-widget-text-editor\" data-id=\"4f73110\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h3><strong>Stage 2: AI as executor<\/strong><\/h3>\n<p>At Stage 2, the<strong> developer begins handing off discrete, well-scoped tasks to AI<\/strong>: write this function, refactor this module, build this component. The <strong>AI handles execution<\/strong>. The human handles architecture, integration, and judgement, <strong>reviewing everything that comes back<\/strong> but no longer writing every line themselves.<\/p>\n<p>This is where the <strong>productivity gains start to become commercially significant<\/strong>. In established codebases, teams typically see <strong>15 to 20% improvement<\/strong>. Faster delivery cycles, lower cost per feature, and reduced time-to-market are all real outcomes, but they depend entirely on the quality of the specification going in.<\/p>\n<p>Architecture governance is critical here. AI generates code within whatever constraints it is given. Vague constraints produce code that works today and becomes a maintenance problem in twelve months. Teams that consistently extract value at this stage invest in clear architectural design and technical guardrails before they start generating.<\/p>\n<p>The <a href=\"https:\/\/www.sonarsource.com\/blog\/the-inevitable-rise-of-poor-code-quality-in-ai-accelerated-codebases\/\" rel=\"noopener\">2025 DORA report found that a 90% increase in AI adoption correlated with a 9% rise in bug rates and a 91% increase in code review time<\/a>. That is manageable, but only if quality assurance is treated as a parallel investment, not an afterthought.<\/p>\n<p>Organisations getting this right are investing in<strong> automated testing and behaviour-driven development (BDD) alongside their AI tooling<\/strong>. These techniques verify software against business requirements, not just technical specifications. The role of QA is becoming more strategic, not less relevant.<\/p>\n<h3><strong>Stage 3: AI as co-developer<\/strong><\/h3>\n<p>At Stage 3, <strong>AI begins managing multi-file changes<\/strong>: navigating a codebase, understanding dependencies, building features that span modules. The <strong>developer is reviewing more complex output<\/strong> but still reading all the code. The <strong>human remains the final authority<\/strong> on everything that ships.<\/p>\n<p>This is the furthest point on the spectrum where the developer&#8217;s role is still recognisably that of a developer &#8211; someone who understands the implementation, owns the architecture, and is accountable for the quality of what gets built. <strong>Most enterprise teams who describe themselves as &#8216;AI-native&#8217; are operating here.<\/strong> AI is central to how work gets done.<\/p>\n<p>The <strong>productivity boost<\/strong> at this stage is substantially larger than at Stage 2. But so is the risk. The <strong>developer&#8217;s primary remaining contribution is code review<\/strong>, and code review is demanding work. It requires sustained concentration on output you did not write, across volumes that grow quickly as AI generation speeds up. When review quality degrades, quality of the entire codebase degrades with it.<\/p>\n<p><strong>Two risks<\/strong> need active management. The first is <strong>review discipline<\/strong>. Code review becomes the critical control point, and its quality drops when the volume of AI-generated code increases without a corresponding change in how reviews are structured. Commit size, review thoroughness, and bug ticket trends are the leading indicators to watch. The second is <strong>talent development<\/strong>. Junior developers who work primarily with AI-generated code may not build the deep intuition that comes from writing and debugging from first principles &#8211; intuition that surfaces when problems get hard. Development practices need to account for this deliberately.<\/p>\n<p>AI models are also non-deterministic.<strong> The same prompt can produce different outputs<\/strong> at different times, and newer models are not always more consistent than older ones. In regulated environments, this <strong>variability needs to be factored into process design<\/strong>. Language choice matters too: AI tools perform more consistently with Java, C# and Python than with C++, which is worth considering when deciding where to introduce AI assistance first.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-b223e70 elementor-widget elementor-widget-image\" data-id=\"b223e70\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"897\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/5-stages-from-assistance-to-autonomy-913x1024.jpg\" class=\"attachment-large size-large wp-image-35768\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/5-stages-from-assistance-to-autonomy-913x1024.jpg 913w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/5-stages-from-assistance-to-autonomy-267x300.jpg 267w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/5-stages-from-assistance-to-autonomy-768x862.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/03\/5-stages-from-assistance-to-autonomy.jpg 960w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8571690 elementor-widget elementor-widget-heading\" data-id=\"8571690\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Beyond AI-boosted: a fundamentally different model<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-28a58f1 elementor-widget elementor-widget-text-editor\" data-id=\"28a58f1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Stages 4 and 5 are not a continuation of the AI-boosted model. They represent a <strong>structural shift in how software is built, in what engineering teams look like, and in what the developer&#8217;s role means<\/strong>. The tools may be familiar, but the workflow, the organisational logic, and the skills required are fundamentally different.<\/p><p>In the AI-boosted zone, the human amplifies their capability with AI. Beyond it, the <strong>human directs AI to build on their behalf<\/strong>. That distinction is the clearest way to understand where the line falls, and why crossing it requires more than adopting a new tool.<\/p><p>It is also worth being explicit about what Stage 4 is not. <strong>It is not &#8216;coding in plain English without technical knowledge.&#8217;<\/strong> That approach, sometimes called <strong>vibe coding<\/strong>, involves prompting AI conversationally and accepting whatever comes out. Stage 4 is the opposite. It is a <strong>disciplined, enterprise-grade operating model<\/strong> with guardrails, quality metrics, compliance controls, and security requirements built into the process.<\/p><p>The <strong>specification that goes in must be precise<\/strong> enough to define correct behaviour unambiguously. The difference between the two is the difference between a prototype and a production system.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c3dffb6 elementor-widget elementor-widget-text-editor\" data-id=\"c3dffb6\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Read more about AI on our blog:<\/p><ul><li><a href=\"https:\/\/www.future-processing.com\/blog\/ai-infrastructure\/\">AI infrastructure: a comprehensive guide to building your AI stack<\/a><\/li><li><a href=\"https:\/\/www.future-processing.com\/blog\/ai-implementation-in-business\/\">AI implementation in business: how to do it successfully?<\/a><\/li><li><a href=\"https:\/\/www.future-processing.com\/blog\/ai-pricing-is-ai-expensive\/\">AI pricing: how much does Artificial Intelligence cost?<\/a><\/li><li><a href=\"https:\/\/www.future-processing.com\/blog\/how-to-build-a-successful-ai-strategy\/\">How could you build a successful AI strategy in 5 steps?<\/a><\/li><\/ul><p><!-- \/wp:list-item --><!-- wp:list-item --><\/p><p><!-- \/wp:list-item --><\/p><p><!-- \/wp:list --><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-235786f elementor-widget elementor-widget-heading\" data-id=\"235786f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\"><b>Stage 4: Developer as product owner<\/b><\/h3>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-de5016a elementor-widget elementor-widget-text-editor\" data-id=\"de5016a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>At Stage 4, the <strong>developer writes a specification, steps back, and returns hours later to evaluate<\/strong> whether the output meets the defined criteria. The code is a black box. What matters is whether it works, not how it was written. The <strong>agent handles implementation<\/strong>; the human handles definition and evaluation.<\/p><p>This demands a<strong> quality of specification writing that most organisations have never needed to develop<\/strong>. It also requires a testing architecture built specifically for autonomous generation &#8211; one where evaluation criteria are stored outside the codebase, so the agent cannot optimise for passing tests rather than building correct software.<\/p><p>The<strong> bottleneck shifts from implementation speed to specification quality<\/strong>, and specification quality is a function of how deeply the team understands the system, the customer, and the problem.<\/p><p><strong>Governance here is not optional.<\/strong> Monitoring for AI bias, detecting hallucinations, and verifying the correctness of outputs must be built into the factory itself. You cannot review every line of code because there is no human reviewing lines of code. What replaces that review is a <strong>rigorous evaluation framework, architectural guardrails, and an ongoing commitment to measuring<\/strong> whether the system is producing correct outcomes.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14292cf elementor-widget elementor-widget-fp_cta\" data-id=\"14292cf\" data-element_type=\"widget\" data-widget_type=\"fp_cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"o-cta\">\n    <div class=\"o-cta__pill-container\">\n                    <img decoding=\"async\" width=\"120\" height=\"260\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/01\/pill-AI.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                    <div class=\"o-cta__logotype\">\n                <img loading=\"lazy\" decoding=\"async\" width=\"319\" height=\"112\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/02\/verify_logo.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/02\/verify_logo.jpg 319w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2026\/02\/verify_logo-300x105.jpg 300w\" sizes=\"(max-width: 319px) 100vw, 319px\" \/>            <\/div>\n                                    <div class=\"f-paragraph\"><p>Developing an <strong>AI platform that saves law firms up to 75%<\/strong> of document review time<\/p><\/div>\n                                    <div class=\"o-cta__buttons-container\">\n                                    <a class=\"o-button o-button--primary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/case-studies\/verifi-group-holdings\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>Read our case study<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                                                    <a class=\"o-button o-button--secondary o-button--xs o-button--arrow o-button--icon-right\"\n                       href=\"#contact-form\" target=\"_self\">\n                        <span>Let&#039;s work together<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                            <\/div>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8ebbac1 elementor-widget elementor-widget-text-editor\" data-id=\"8ebbac1\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<h3><strong>Stage 5: The autonomous software factory<\/strong><\/h3><p>At Stage 5, <strong>no human writes code and no human reviews code<\/strong>. A specification goes in; working software comes out. A small number of teams are genuinely operating this way today.<\/p><p>Three-person teams shipping tens of thousands of lines of production code built entirely by agents, tested against behavioural scenarios the agents never see, deployed without human involvement in any line of implementation.<\/p><p>The <strong>productivity gains here are in the hundreds of percent<\/strong>: real, documented, and extraordinary. But they are only available to organisations that<strong> have built the factory correctly<\/strong>.<\/p><p>Spin up an army of agents on top of weak specifications and inadequate governance, and the result is not a 300% productivity increase. It is a 300% increase in the rate at which you produce broken software. <strong>The factory amplifies whatever goes into it<\/strong>: good intent produces good outcomes, but<strong> poor foundations produce poor outcomes<\/strong> at scale and speed.<\/p><p>The<strong> human role at Stage 5<\/strong> is not eliminated &#8211; it is <strong>distilled down to what cannot be automated<\/strong>: understanding what to build, for whom, and why. Those who thrive here are<strong> product thinkers and systems architects<\/strong> who happen to have access to unlimited engineering capacity. The constraint moves from &#8216;can we build it?&#8217; to &#8216;should we build it?&#8217;, which has always been the harder and more valuable question.<\/p><p>The path to Stage 5 runs through the earlier stages, not around them. <strong>Organisations that skip the foundational work<\/strong> &#8211; clear specifications, robust testing, honest measurement of AI output quality &#8211; do not arrive at an autonomous factory. They arrive at a faster way to accumulate technical debt.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-80734c7 elementor-widget elementor-widget-image\" data-id=\"80734c7\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"512\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation.jpg\" class=\"attachment-large size-large wp-image-31186\" alt=\"Benefits of AI in digital transformation\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation.jpg 960w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation-300x192.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation-768x491.jpg 768w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/12\/Benefits-of-AI-in-digital-transformation-625x400.jpg 625w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c220f56 elementor-widget elementor-widget-heading\" data-id=\"c220f56\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"><b>Summary: choose your stage deliberately<\/b><\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0ba8ed elementor-widget elementor-widget-text-editor\" data-id=\"c0ba8ed\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>The <strong>five stages described here are not a maturity ladder<\/strong> to climb as fast as possible, but a<strong> map of tradeoffs<\/strong>, each with different productivity potential, different risk profile, and different organisational requirements.<\/p><p><strong>Where you operate should be a deliberate choice<\/strong>, not an accident of whatever tools your developers started using.<\/p><p><strong>Stage 1<\/strong> is low-risk, immediately deployable, and appropriate for almost any organisation. <strong>Stage 2<\/strong> delivers material commercial benefit but requires parallel investment in architectural clarity and QA capability. <strong>Stage 3<\/strong> is where the most capable enterprise teams are operating today &#8211; the highest returns within the AI-boosted zone, with the most demanding governance requirements to match.<\/p><p><strong>Stages 4 and 5<\/strong> are where the industry is heading and understanding them matters even for organisations operating firmly within Stages 1 to 3. The skills that make Stage 3 work well are exactly the ones that enable the transition beyond it: <strong>specification clarity, architectural rigour, and a genuine commitment to measuring<\/strong> what AI is producing, not just how much.<\/p><p>The organisations getting the most out of this shift are not the ones moving fastest. They are the ones that have been <strong>honest about which stage they are at, clear about what the next stage genuinely requires, and disciplined enough to build the foundations<\/strong> before they need them. Speed and rigour are not in opposition here, but rigour must come first.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8da9933 elementor-widget elementor-widget-fp_cta\" data-id=\"8da9933\" data-element_type=\"widget\" data-widget_type=\"fp_cta.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"o-cta\">\n    <div class=\"o-cta__pill-container\">\n                    <img decoding=\"async\" width=\"120\" height=\"260\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/01\/pill-AI.jpg\" class=\"attachment-full size-full\" alt=\"\" \/>            <\/div>\n    <div class=\"o-cta__text-container\">\n                                    <div class=\"f-paragraph\"><p><strong>Get recommendations on how AI can be applied within your organisation.<\/strong><\/p><p>Explore data-based opportunities to gain a competitive advantage.<\/p><\/div>\n                                    <div class=\"o-cta__buttons-container\">\n                                    <a class=\"o-button o-button--primary o-button--xs o-button--arrow o-button--icon-right\" href=\"https:\/\/www.future-processing.com\/adopt-ai\/?utm_source=blogbanner\" target=\"_self\">\n                        <span>Adopt AI with us<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                                                    <a class=\"o-button o-button--secondary o-button--xs o-button--arrow o-button--icon-right\"\n                       href=\"#contact-form\" target=\"_self\">\n                        <span>Let&#039;s work together<\/span>\n                        <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                        <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                    <\/a>\n                            <\/div>\n            <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d0ad4c0 e-con-full elementor-hidden-tablet_extra elementor-hidden-tablet elementor-hidden-mobile_extra elementor-hidden-mobile e-flex e-con e-child\" data-id=\"1d0ad4c0\" data-element_type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2d61d6f toc-ignore elementor-widget elementor-widget-fp_sidebar\" data-id=\"2d61d6f\" data-element_type=\"widget\" data-widget_type=\"fp_sidebar.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t        <div class=\"o-sidebar\">\n                            \n    <div class=\"o-sidebar__related-articles\">\n                    <h3 class=\"o-sidebar__title f-headline-semi-large\">Related articles<\/h3>\n                            <div class=\"o-sidebar__items\">\n                                    <div class=\"o-sidebar__item\">\n                                                    <div class=\"o-sidebar__item-photo\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"1290\" height=\"400\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai.jpg\" class=\"attachment-full size-full\" alt=\"cover_data-ai\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai.jpg 1290w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-300x93.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-1024x318.jpg 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2024\/01\/cover_data-ai-768x238.jpg 768w\" sizes=\"(max-width: 1290px) 100vw, 1290px\" \/>                            <\/div>\n                                                <div class=\"o-sidebar__item-text\">\n                                                            <div class=\"f-paragraph\">AI implementation without IT modernisation? A high-risk path to underperformance<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/ai-implementation-without-modernisation-a-high-risk-path\/\" class=\"o-button o-button--tertiary o-button--xs o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read more\">\n                                    Read more                                    <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                    <\/div>\n                                    <div class=\"o-sidebar__item\">\n                                                 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trust and advantage in the age of artificial intelligence<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/ai-governance-advantage-in-the-age-of-ai\/\" class=\"o-button o-button--tertiary o-button--xs o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read more\">\n                                    Read more                                    <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                    <\/div>\n                                    <div class=\"o-sidebar__item\">\n                                                    <div class=\"o-sidebar__item-photo\">\n                                <img loading=\"lazy\" decoding=\"async\" width=\"1290\" height=\"400\" src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/AI-Implementation-without-IT-modernisation-A-high-risk-path-to-underperformance.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/AI-Implementation-without-IT-modernisation-A-high-risk-path-to-underperformance.jpg 1290w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/AI-Implementation-without-IT-modernisation-A-high-risk-path-to-underperformance-300x93.jpg 300w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/AI-Implementation-without-IT-modernisation-A-high-risk-path-to-underperformance-1024x318.jpg 1024w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/10\/AI-Implementation-without-IT-modernisation-A-high-risk-path-to-underperformance-768x238.jpg 768w\" sizes=\"(max-width: 1290px) 100vw, 1290px\" \/>                            <\/div>\n                                                <div class=\"o-sidebar__item-text\">\n                                                            <div class=\"f-paragraph\">How to build an AI PoC (Proof of Concept) and why is it worth it?<\/div>\n                            \n                                                            <a href=\"https:\/\/www.future-processing.com\/blog\/how-to-build-ai-poc\/\" class=\"o-button o-button--tertiary o-button--xs o-button--icon-right o-button--arrow\" data-elementname=\"sidebar\" data-elementtype=\"Read more\">\n                                    Read more                                    <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                    <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                                <\/a>\n                                                    <\/div>\n                    <\/div>\n                            <\/div>\n            <\/div>\n            \n                            <div class=\"o-sidebar__value\">\n                                            <h3 class=\"o-sidebar__title f-headline-semi-large\">Value we delivered<\/h3>\n                                                                                            <div class=\"o-sidebar__value-item\">\n                                                                    <div class=\"o-sidebar__number\">\n                                        <span class=\"o-sidebar__number-content\">\n                                                                                        <div class=\"f-grid-number\">66<\/div>\n                                                                                    <\/span>\n                                                                                    <span aria-label=\"%\" class=\"o-percentage\">\n                                                <span class=\"o-percentage__slash\"><\/span>\n                                            <\/span>\n                                                                            <\/div>\n                                                                                                    <div class=\"o-sidebar__text f-paragraph\"><p>reduction in processing time through our AI-powered AWS solution<\/p><\/div>\n                                                                                                    <div class=\"o-sidebar__link\">\n                                        <a href=\"https:\/\/www.future-processing.com\/case-studies\/careerspring\/\" class=\"o-button 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src=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/12\/agaca_blog_240_480.jpg\" class=\"attachment-full size-full\" alt=\"\" srcset=\"https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/12\/agaca_blog_240_480.jpg 240w, https:\/\/www.future-processing.com\/blog\/wp-content\/uploads\/2025\/12\/agaca_blog_240_480-150x300.jpg 150w\" sizes=\"(max-width: 240px) 100vw, 240px\" \/>                <a class=\"o-person-linkedin__linkedin\" href=\"https:\/\/www.linkedin.com\/in\/adam-gaca\/\" target=\"_blank\" aria-label=\"LinkedIn\" data-elementclick=\"person-linkedin-url\" rel=\"noopener\">\n            <svg class='o-icon o-icon--16 o-icon--linkedin '>\n            <use xlink:href='#icon-16_linkedin'><\/use>\n          <\/svg>        <\/a>\n    <\/div>\n                    <div class=\"s-post-authors__background\">\n                        <div class=\"s-post-authors__text\">\n                            <h3 class=\"f-line\">\n                                <span class=\"f-headline-semi-large\"><b>Adam Gaca<\/b><\/span>\n                                                                    <p class=\"s-post-authors__position f-paragraph\">\n                                        Managing Director UK&amp;I and VP of Innovation                                    <\/p>\n                                                            <\/h3>\n                                                            <div class=\"s-post-authors__description f-paragraph\">\n                                    <p>I help companies turn transformation and innovation into measurable growth.<\/p>\n<p>Blending people, process and technology to drive revenue, operational excellence and meaningful business outcomes across industries and geographies. My work focuses on building innovative AI- and data-driven capabilities, modern cloud foundations and sovereign-by-design strategies that keep organisations fast, compliant and in control. With a strong track record in advisory, strategy, management and applied AI, I partner with leaders to translate ambition into scalable solutions, trusted operations and lasting competitive advantage.<\/p>\n                                <\/div>\n                                                    <\/div>\n                        <div class=\"s-post-authors__buttons\">\n                            <a href=\"https:\/\/www.future-processing.com\/blog\/author\/agaca\/\" class=\"o-button o-button--xs o-button--tertiary o-button-arrow o-button--icon-right\">\n                                View more posts by&nbsp;Adam                                <svg class='o-icon o-icon--10 o-icon--arrow '>\n            <use xlink:href='#icon-10_arrow'><\/use>\n          <\/svg>                                <svg class='o-icon o-icon--16 o-icon--arrow '>\n            <use xlink:href='#icon-16_arrow'><\/use>\n          <\/svg>                            <\/a>\n                        <\/div>\n                    <\/div>\n                <\/div>\n                    <\/div>\n    <\/div>\n<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4badccc toc-ignore elementor-widget elementor-widget-fp_contact_form\" data-id=\"4badccc\" data-element_type=\"widget\" id=\"contact-form\" data-widget_type=\"fp_contact_form.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\n<div class=\"s-contact-form js-form  o-margin__top--standard o-margin__bottom--standard s-contact-form--white\"  id=\"contact-form\">\n    <div class=\"o-container\">\n        <div class=\"row\">\n            <div class=\"s-contact-form__intro col-small-24 col-big-8 col-qhd-9\">\n                                    <h2 class=\"f-headline-extra-large f-line s-contact-form--hide-when-sent\">\n                        <p><b>Let&#8217;s talk<\/b><\/p>\n                    <\/h2>\n                                                                    <div class=\"s-contact-form__text f-headline-extra-big s-contact-form--hide-when-sent\">\n                        <p>Contact us and transform your business with our comprehensive services.<\/p>                    <\/div>\n                                                                    <div class=\"s-contact-form__email-wrapper js-copy\">\n                        <a class=\"s-contact-form__email js-copied-element f-headline-extra-big\"\n                           href=\"mailto:contact@future-processing.com\"\n                           data-elementclick=\"contact-email-click\"\n                           data-elementname=\"Email - 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The question most organisations are asking now is not whether to adopt AI, but how to do it in a way that is sustainable, measurable, and appropriately controlled.<\/p>\n","protected":false},"author":183,"featured_media":35743,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[2182],"tags":[],"coauthors":[2011],"class_list":["post-35740","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-ml"],"acf":{"reading-time":0,"show-toc-sublists":false,"image":"","logo":"","button1":{"button1_type":"none","button":""},"button2":{"button2_type":"none","button":""},"person":{"person_photo":"","person_name":"","person_position":""}},"_links":{"self":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/35740","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/users\/183"}],"replies":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/comments?post=35740"}],"version-history":[{"count":16,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/35740\/revisions"}],"predecessor-version":[{"id":35851,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/posts\/35740\/revisions\/35851"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/media\/35743"}],"wp:attachment":[{"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/media?parent=35740"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/categories?post=35740"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/tags?post=35740"},{"taxonomy":"author","embeddable":true,"href":"https:\/\/www.future-processing.com\/blog\/wp-json\/wp\/v2\/coauthors?post=35740"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}