{"id":136535,"date":"2026-09-05T11:15:35","date_gmt":"2026-09-05T05:45:35","guid":{"rendered":"https:\/\/www.guvi.in\/blog\/?p=136535"},"modified":"2026-09-05T11:15:37","modified_gmt":"2026-09-05T05:45:37","slug":"suddenly-hiring-forward-deployed-engineers","status":"publish","type":"post","link":"https:\/\/www.guvi.in\/blog\/suddenly-hiring-forward-deployed-engineers\/","title":{"rendered":"Why Every AI Startup Is Suddenly Hiring Forward Deployed Engineers"},"content":{"rendered":"\n<p>AI startups are building increasingly powerful models, but creating a model is only the beginning. Companies still need to connect AI systems to customer data, existing software, internal workflows, and production infrastructure. This is one reason <strong>AI startups hiring forward deployed engineer<\/strong> roles are becoming increasingly common.<\/p>\n\n\n\n<p>Forward Deployed Engineers (FDEs) sit close to customers and turn AI capabilities into practical solutions. They combine software engineering, system integration, product thinking, and customer problem-solving. For startups, this can help shorten the distance between an impressive AI demo and a system that customers actually use.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>TL;DR Summary<\/strong><\/h3>\n\n\n\n<ul>\n<li>AI startups need more than powerful models; customers need working solutions.<\/li>\n\n\n\n<li>FDEs connect AI products to real-world customer workflows.<\/li>\n\n\n\n<li>They help startups move from prototypes to production faster.<\/li>\n\n\n\n<li>The role combines coding, AI, cloud, APIs, debugging, and communication.<\/li>\n\n\n\n<li>FDEs can uncover recurring customer problems that influence product development.<\/li>\n\n\n\n<li>The role is particularly valuable when AI deployments require significant customization.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why AI Startups Need FDEs<\/strong><\/h2>\n\n\n\n<p>Traditional software can often be deployed with relatively standardized configurations.<\/p>\n\n\n\n<p>AI applications can be different.<\/p>\n\n\n\n<p>A customer may have:<\/p>\n\n\n\n<ul>\n<li>Proprietary data<\/li>\n\n\n\n<li>Existing <a href=\"https:\/\/www.guvi.in\/hub\/network-programming-with-python\/understanding-apis\/\" target=\"_blank\" rel=\"noreferrer noopener\">APIs<\/a><\/li>\n\n\n\n<li>Legacy systems<\/li>\n\n\n\n<li>Strict security requirements<\/li>\n\n\n\n<li>Unique business processes<\/li>\n\n\n\n<li>Internal approval workflows<\/li>\n<\/ul>\n\n\n\n<p>A general-purpose <a href=\"https:\/\/www.guvi.in\/blog\/what-is-artificial-intelligence\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI<\/a> product may not immediately fit all of these requirements.<\/p>\n\n\n\n<p>An FDE helps bridge that gap.<\/p>\n\n\n\n<p>The process can look like:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><strong>AI Product \u2192 Customer Environment \u2192 Custom Integration \u2192 Production Workflow<\/strong><\/code><\/pre>\n\n\n\n<p>This makes the FDE an important link between what an AI startup has built and what customers actually need.<\/p>\n\n\n\n<p><strong>Read More: <\/strong><a href=\"https:\/\/www.guvi.in\/blog\/is-a-career-in-ai-ml-sustainable-for-web-devs\/\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Is a Career in AI\/ML Sustainable for Someone with a Web Dev Background<\/strong><\/a><\/p>\n\n\n\n<p>Get ready for the growing AI industry with <strong>HCL GUVI&#8217;s <\/strong><a href=\"https:\/\/www.guvi.in\/mlp\/artificial-intelligence-and-machine-learning?utm_source=blog&amp;utm_medium=hyperlink&amp;utm_campaign=ai-startups-hiring-forward-deployed-engineer\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Artificial Intelligence &amp; Machine Learning Course<\/strong><\/a>. Learn AI, machine learning, and hands-on skills to build real-world intelligent applications.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The Gap Between AI Demos and Production<\/strong><\/h2>\n\n\n\n<p>AI demos can look impressive.<\/p>\n\n\n\n<p>A chatbot can answer questions about a document in seconds. An <a href=\"https:\/\/www.guvi.in\/blog\/building-ai-agents\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI agent<\/a> can demonstrate an automated workflow. A model can generate sophisticated text or analyze an image.<\/p>\n\n\n\n<p>But production deployment introduces harder questions:<\/p>\n\n\n\n<ul>\n<li>Where does the data come from?<\/li>\n\n\n\n<li>How is access controlled?<\/li>\n\n\n\n<li>What happens when the model makes a mistake?<\/li>\n\n\n\n<li>How does the system integrate with existing applications?<\/li>\n\n\n\n<li>How should outputs be monitored?<\/li>\n\n\n\n<li>What happens when an API fails?<\/li>\n<\/ul>\n\n\n\n<p>An FDE helps solve these practical problems.<\/p>\n\n\n\n<div style=\"background-color: #099f4e; border: 3px solid #110053; border-radius: 12px; padding: 18px 22px; color: #FFFFFF; font-size: 18px; font-family: Montserrat, Helvetica, sans-serif; line-height: 1.6; box-shadow: 0 4px 12px rgba(0, 0, 0, 0.15); max-width: 750px;\"> \n  <strong style=\"font-size: 22px; color: #FFFFFF;\">\ud83d\udca1 Did You Know?<\/strong> \n  <br \/><br \/> \n   The hardest part of an enterprise AI project is often not demonstrating that a model works, but integrating it reliably into an organization&#8217;s existing systems and processes.\u00a0\n<\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What Does a Forward Deployed Engineer Do at an AI Startup?<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-image size-large\"><img decoding=\"async\" width=\"1200\" height=\"632\" src=\"https:\/\/www.guvi.in\/blog\/wp-content\/uploads\/2026\/09\/image-14-1200x632.png\" alt=\"What Does a Forward Deployed Engineer Do at an AI Startup?\" class=\"wp-image-136539\" srcset=\"https:\/\/www.guvi.in\/blog\/wp-content\/uploads\/2026\/09\/image-14-1200x632.png 1200w, https:\/\/www.guvi.in\/blog\/wp-content\/uploads\/2026\/09\/image-14-300x158.png 300w, https:\/\/www.guvi.in\/blog\/wp-content\/uploads\/2026\/09\/image-14-768x404.png 768w, https:\/\/www.guvi.in\/blog\/wp-content\/uploads\/2026\/09\/image-14-1536x808.png 1536w, https:\/\/www.guvi.in\/blog\/wp-content\/uploads\/2026\/09\/image-14-150x79.png 150w, https:\/\/www.guvi.in\/blog\/wp-content\/uploads\/2026\/09\/image-14.png 1729w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" title=\"\"><\/figure>\n\n\n\n<p>The exact responsibilities vary, but an FDE may:<\/p>\n\n\n\n<ol>\n<li><strong>Understand Customer Problems<\/strong><\/li>\n<\/ol>\n\n\n\n<p>They meet customers and identify the underlying problem rather than simply implementing the first requested feature.<\/p>\n\n\n\n<ol start=\"2\">\n<li><strong>Build Prototypes<\/strong><\/li>\n<\/ol>\n\n\n\n<p>They quickly create proof-of-concepts to determine whether an AI approach is viable.<\/p>\n\n\n\n<ol start=\"3\">\n<li><strong>Integrate Systems<\/strong><\/li>\n<\/ol>\n\n\n\n<p>They connect AI applications with:<\/p>\n\n\n\n<ul>\n<li>APIs<\/li>\n\n\n\n<li>Databases<\/li>\n\n\n\n<li>Cloud services<\/li>\n\n\n\n<li>Internal tools<\/li>\n\n\n\n<li>Data pipelines<br><\/li>\n<\/ul>\n\n\n\n<ol start=\"4\">\n<li><strong>Deploy Solutions<\/strong><\/li>\n<\/ol>\n\n\n\n<p>They help move prototypes into production environments.<\/p>\n\n\n\n<ol start=\"5\">\n<li><strong>Debug and Improve<\/strong><\/li>\n<\/ol>\n\n\n\n<p>They investigate failures, evaluate model outputs, and improve the system based on real-world usage.<\/p>\n\n\n\n<ol start=\"6\">\n<li><strong>Communicate Feedback<\/strong><\/li>\n<\/ol>\n\n\n\n<p>They identify recurring customer requirements and communicate them to product and engineering teams.<\/p>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><strong>Pro Tip:<\/strong> A strong FDE does not just ask, &#8220;How can I implement this?&#8221; They ask, &#8220;What outcome is the customer actually trying to achieve?&#8221;<\/p><\/blockquote><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why Startups Benefit From FDEs<\/strong><\/h2>\n\n\n\n<ol>\n<li><strong>Faster Customer Adoption<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Customers may struggle to implement a new AI product on their own.<\/p>\n\n\n\n<p>An FDE can accelerate the process.<\/p>\n\n\n\n<ol start=\"2\">\n<li><strong>Faster Feedback<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Instead of waiting for customers to submit feature requests, engineers directly observe how the product is being used.<\/p>\n\n\n\n<ol start=\"3\">\n<li><strong>Better Product-Market Fit<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Repeated customer problems can reveal which features should become part of the core product.<\/p>\n\n\n\n<ol start=\"4\">\n<li><strong>Stronger Customer Relationships<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Technical teams working directly with customers can understand their requirements at a deeper level.<\/p>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><strong>Best Practice:<\/strong> Use customer deployments as a learning loop. Repeated custom requests should be analyzed to determine whether they indicate an opportunity for a reusable product feature.<\/p><\/blockquote><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>The &#8220;Build Once, Deploy Many&#8221; Advantage<\/strong><\/h2>\n\n\n\n<p>One of the most valuable outcomes of FDE work is identifying patterns.<\/p>\n\n\n\n<p>Suppose an FDE builds a custom document-processing workflow for one customer.<\/p>\n\n\n\n<p>Then another customer requests something similar.<\/p>\n\n\n\n<p>Instead of building the same solution repeatedly, the startup can turn the common functionality into a reusable product capability.<\/p>\n\n\n\n<p>The cycle becomes:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><strong>Customer 1 \u2192 Custom Solution \u2192 Identify Pattern \u2192 Product Feature \u2192 Customer 2, 3, 4...<\/strong><\/code><\/pre>\n\n\n\n<p>This allows the company to gradually reduce the amount of customization required.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why AI Makes This Role Different<\/strong><\/h2>\n\n\n\n<p>AI systems introduce uncertainty that traditional software systems may not have.<\/p>\n\n\n\n<p>For example, an AI application may produce different outputs for different inputs.<\/p>\n\n\n\n<p>An FDE may therefore need to think about:<\/p>\n\n\n\n<ul>\n<li>Prompt design<\/li>\n\n\n\n<li>Model selection<\/li>\n\n\n\n<li>Evaluation<\/li>\n\n\n\n<li>Retrieval<\/li>\n\n\n\n<li>Context management<\/li>\n\n\n\n<li>Hallucination reduction<\/li>\n\n\n\n<li>Guardrails<\/li>\n\n\n\n<li>Observability<\/li>\n<\/ul>\n\n\n\n<p>They aren&#8217;t simply connecting APIs. They are helping determine how AI should behave inside a real workflow.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Skills AI Startups Look For<\/strong><\/h2>\n\n\n\n<p>A strong FDE typically combines several skill areas.<\/p>\n\n\n\n<ol>\n<li><strong>Software Engineering<\/strong><strong><br><\/strong><\/li>\n<\/ol>\n\n\n\n<ul>\n<li>Python<\/li>\n\n\n\n<li>JavaScript or TypeScript<\/li>\n\n\n\n<li>Git<\/li>\n\n\n\n<li>APIs<\/li>\n\n\n\n<li>Databases<\/li>\n\n\n\n<li>Testing<br><\/li>\n<\/ul>\n\n\n\n<ol start=\"2\">\n<li><strong>Cloud and Infrastructure<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Knowledge of platforms such as AWS, Azure, or Google Cloud can be valuable.<\/p>\n\n\n\n<p>Understanding:<\/p>\n\n\n\n<ul>\n<li>Docker<\/li>\n\n\n\n<li>Kubernetes<\/li>\n\n\n\n<li>CI\/CD<\/li>\n\n\n\n<li>Networking<\/li>\n\n\n\n<li>Authentication<\/li>\n\n\n\n<li>Monitoring<\/li>\n<\/ul>\n\n\n\n<p>can also help.<\/p>\n\n\n\n<ol start=\"3\">\n<li><strong>AI and ML<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Depending on the company, useful knowledge may include:<\/p>\n\n\n\n<ul>\n<li>LLMs<\/li>\n\n\n\n<li>RAG<\/li>\n\n\n\n<li>Embeddings<\/li>\n\n\n\n<li>Vector databases<\/li>\n\n\n\n<li>AI agents<\/li>\n\n\n\n<li>Prompt engineering<\/li>\n\n\n\n<li>Model evaluation<br><\/li>\n<\/ul>\n\n\n\n<ol start=\"4\">\n<li><strong>Communication<\/strong><\/li>\n<\/ol>\n\n\n\n<p>FDEs need to explain technical concepts to customers and translate business requirements into engineering tasks.<\/p>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><strong>Data Point:<\/strong> FDE roles often require breadth as much as depth because engineers may move between application development, cloud infrastructure, data, AI, and customer requirements within the same project.<\/p><\/blockquote><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Why Startups Are Hiring This Role Now<\/strong><\/h2>\n\n\n\n<p>Several trends are contributing to the growth of FDE roles.<\/p>\n\n\n\n<ol>\n<li><strong>AI Products Are Becoming More Specialized<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Customers increasingly expect AI to work with their own data and workflows.<\/p>\n\n\n\n<ol start=\"2\">\n<li><strong>Enterprise Adoption Is Growing<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Large organizations require integrations, security, governance, and deployment support.<\/p>\n\n\n\n<ol start=\"3\">\n<li><strong>AI Infrastructure Is Changing Quickly<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Engineers may need to work across models, APIs, retrieval systems, agents, and cloud infrastructure.<\/p>\n\n\n\n<ol start=\"4\">\n<li><strong>Startups Need Faster Iteration<\/strong><\/li>\n<\/ol>\n\n\n\n<p>Young companies cannot always afford long product cycles. Direct customer exposure can provide faster feedback.<\/p>\n\n\n\n<figure class=\"wp-block-pullquote\"><blockquote><p><strong>Warning:<\/strong> A startup hiring FDEs isn&#8217;t necessarily looking for &#8220;developers who talk to customers.&#8221; The role can involve significant ownership, ambiguity, travel, deployment responsibility, and customer pressure.<\/p><\/blockquote><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>What Does a Typical FDE Project Look Like?<\/strong><\/h2>\n\n\n\n<p>Consider an AI startup selling an enterprise document assistant.<\/p>\n\n\n\n<p>A customer wants employees to search thousands of internal documents.<\/p>\n\n\n\n<p>An<a href=\"https:\/\/en.wikipedia.org\/wiki\/Forward_Deployed_Engineer\" target=\"_blank\" rel=\"noreferrer noopener\"> FDE<\/a> could work through:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><strong>Discovery \u2192 Data Integration \u2192 RAG Prototype \u2192 Evaluation \u2192 Authentication \u2192 Deployment \u2192 Monitoring<\/strong><\/code><\/pre>\n\n\n\n<p>The engineer needs to make sure the system doesn&#8217;t just work in a demo but fits the customer&#8217;s actual environment.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Is FDE a Good Career for Software Engineers?<\/strong><\/h2>\n\n\n\n<p>It can be a strong option for engineers who enjoy variety and real-world problem-solving.<\/p>\n\n\n\n<p>The role can provide exposure to:<\/p>\n\n\n\n<ul>\n<li>Different industries<\/li>\n\n\n\n<li>Modern AI technologies<\/li>\n\n\n\n<li>Cloud infrastructure<\/li>\n\n\n\n<li>Product development<\/li>\n\n\n\n<li>Customer requirements<\/li>\n\n\n\n<li>System architecture<\/li>\n<\/ul>\n\n\n\n<p>However, engineers who prefer working quietly on a stable codebase with minimal customer interaction may prefer traditional software engineering.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>How to Prepare for an AI FDE Role<\/strong><\/h2>\n\n\n\n<p>A practical preparation path is:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><strong>Programming \u2192 APIs \u2192 Cloud \u2192 AI Applications \u2192 Deployment \u2192 Customer Problem-Solving<\/strong><\/code><\/pre>\n\n\n\n<p>Build projects that demonstrate complete solutions rather than isolated models.<\/p>\n\n\n\n<p>For example:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code><strong>LLM Application \u2192 RAG \u2192 API \u2192 Authentication \u2192 Docker \u2192 Cloud Deployment \u2192 Monitoring<\/strong><\/code><\/pre>\n\n\n\n<p>Then document:<\/p>\n\n\n\n<ul>\n<li>The customer problem<\/li>\n\n\n\n<li>Your architecture<\/li>\n\n\n\n<li>Technical decisions<\/li>\n\n\n\n<li>Challenges<\/li>\n\n\n\n<li>Results<\/li>\n<\/ul>\n\n\n\n<p>This demonstrates the mindset required for the role.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Key Takeaways<\/strong><\/h2>\n\n\n\n<ul>\n<li>AI startups are hiring FDEs because deploying AI is often more complicated than demonstrating it.<\/li>\n\n\n\n<li>FDEs connect AI products with customer data, infrastructure, and workflows.<\/li>\n\n\n\n<li>They combine engineering, AI, cloud, integration, and communication skills.<\/li>\n\n\n\n<li>Customer deployments can provide valuable product feedback.<\/li>\n\n\n\n<li>Repeated custom solutions can eventually become reusable product features.<\/li>\n\n\n\n<li>The role is well suited to engineers who enjoy ambiguity and solving practical problems.<\/li>\n\n\n\n<li>Building end-to-end projects is a strong way to prepare for FDE positions.<\/li>\n<\/ul>\n\n\n\n<p>Get ready for the growing AI industry with <strong>HCL GUVI&#8217;s <\/strong><a href=\"https:\/\/www.guvi.in\/mlp\/artificial-intelligence-and-machine-learning?utm_source=blog&amp;utm_medium=hyperlink&amp;utm_campaign=ai-startups-hiring-forward-deployed-engineer\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>Artificial Intelligence &amp; Machine Learning Course<\/strong><\/a>. Learn AI, machine learning, and hands-on skills to build real-world intelligent applications.&nbsp;<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>Conclusion<\/strong><\/h2>\n\n\n\n<p>The rise of <strong>AI startups hiring forward deployed engineer<\/strong> roles reflects a fundamental reality of enterprise AI: powerful models alone do not create business value.<\/p>\n\n\n\n<p>Someone still needs to connect those models to real data, existing systems, security requirements, and human workflows. Forward Deployed Engineers fill that gap.<\/p>\n\n\n\n<p>For AI startups, they can accelerate customer deployments, uncover product opportunities, and turn experimental technology into reliable solutions. For engineers, the role offers an opportunity to work at the intersection of <strong>AI, software engineering, infrastructure, product development, and customer problem-solving<\/strong>.<\/p>\n\n\n\n<p>As AI moves from experimental demos into everyday business operations, that intersection is likely to become increasingly important.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>FAQs<\/strong><\/h2>\n\n\n<div id=\"rank-math-faq\" class=\"rank-math-block\">\n<div class=\"rank-math-list \">\n<div id=\"faq-question-1788328472914\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>Why are AI startups hiring Forward Deployed Engineers?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>AI startups hire FDEs to help customers integrate, deploy, customize, and use AI products in real-world environments.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1788328478598\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>What does an AI Forward Deployed Engineer do?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>They build prototypes, integrate APIs and data, deploy AI applications, troubleshoot production issues, and work directly with customers.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1788328486550\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>What skills are needed for an AI FDE role?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Programming, APIs, cloud infrastructure, databases, AI\/LLM concepts, debugging, system design, and strong communication skills are useful.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1788328495010\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>Is an FDE the same as a software engineer?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Both roles require engineering skills, but FDEs typically spend more time solving customer-specific problems and working directly with users.<\/p>\n\n<\/div>\n<\/div>\n<div id=\"faq-question-1788328507171\" class=\"rank-math-list-item\">\n<h3 class=\"rank-math-question \"><strong>Is Forward Deployed Engineering a good career in AI?<\/strong><\/h3>\n<div class=\"rank-math-answer \">\n\n<p>Yes, particularly for engineers who enjoy modern AI technologies, rapid learning, customer interaction, and building practical solutions from ambiguous requirements.<\/p>\n\n<\/div>\n<\/div>\n<\/div>\n<\/div>","protected":false},"excerpt":{"rendered":"<p>AI startups are building increasingly powerful models, but creating a model is only the beginning. Companies still need to connect AI systems to customer data, existing software, internal workflows, and production infrastructure. This is one reason AI startups hiring forward deployed engineer roles are becoming increasingly common. Forward Deployed Engineers (FDEs) sit close to customers [&hellip;]<\/p>\n","protected":false},"author":7,"featured_media":136540,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1043],"tags":[],"views":"86","authorinfo":{"name":"HCL GUVI","url":"https:\/\/www.guvi.in\/blog\/author\/guvipr\/"},"thumbnailURL":"https:\/\/www.guvi.in\/blog\/wp-content\/uploads\/2026\/09\/Why-Every-AI-Startup-Is-Suddenly-Hiring-Forward-Deployed-Engineers-300x116.webp","_links":{"self":[{"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/posts\/136535"}],"collection":[{"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/users\/7"}],"replies":[{"embeddable":true,"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/comments?post=136535"}],"version-history":[{"count":4,"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/posts\/136535\/revisions"}],"predecessor-version":[{"id":137280,"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/posts\/136535\/revisions\/137280"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/media\/136540"}],"wp:attachment":[{"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/media?parent=136535"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/categories?post=136535"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.guvi.in\/blog\/wp-json\/wp\/v2\/tags?post=136535"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}