{"id":661966,"date":"2026-11-03T10:44:10","date_gmt":"2026-11-03T09:44:10","guid":{"rendered":"https:\/\/aivancity.ai\/blog\/gemini-agent-how-agent-based-ai-is-actually-changing-the-way-businesses-operate\/"},"modified":"2026-11-03T10:45:16","modified_gmt":"2026-11-03T09:45:16","slug":"gemini-agent-how-agent-based-ai-is-actually-changing-the-way-businesses-operate","status":"publish","type":"post","link":"https:\/\/aivancity.ai\/blog\/en\/gemini-agent-how-agent-based-ai-is-actually-changing-the-way-businesses-operate\/","title":{"rendered":"Gemini Agent: How Agent-Based AI Is Actually Changing the Way Businesses Operate"},"content":{"rendered":"\n<div style=\"  margin: 28px 0; padding: 26px 30px; background: linear-gradient(135deg, #f4eee5 0%, #ffffff 100%); border-left: 6px solid #986e13; border-radius: 0 14px 14px 0; box-shadow: 0 5px 18px rgba(59, 75, 132, 0.10);  \">\n  <p style=\"  margin: 0; color: #26345f; font-family: Arial, sans-serif; font-size: 18px; line-height: 1.75; font-weight: 400; text-align: justify;  \" class=\"aiv-lettrine\">\n     The  <strong>October 8, 2026<\/strong>,\n    <strong style=\"color: #3358ff;\">Google Cloud<\/strong>\n     presented  <strong>Gemini Agent<\/strong>,\n     a  <strong>universal agent integrated into Gemini Enterprise<\/strong>,\n     designed to work in\n    <strong>business applications<\/strong>,\n     utilize tools and pursue\n    <strong>background objectives<\/strong>.\n     The change is not solely due to the variety of tasks announced,\n     but when passing through a\n    <strong>AI That Responds<\/strong>  to a\n    <strong>An AI to which the organization delegates part of a process<\/strong>.\n     The crucial question then becomes that of\n <strong style=\"color: #986e13;\">   control: Who authorizes the agent,\n   what data can it access, and how can its decisions be verified?<\/strong>\n  <\/p>\n<\/div>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   01\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhat Google Actually Announced\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Gemini Agent is described as a single interface capable of answering questions, creating documents and media, generating code, querying data, and executing workflows. It will be accessible from Gemini Enterprise, Google Workspace, a web browser, a terminal, and, gradually, third-party environments such as Microsoft 365 and Slack.<sup><a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1]<\/a><a href=\"#ref2\" data-type=\"internal\" data-id=\"#ref2\">[2]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">In Gmail, Drive, Docs, Sheets, Slides, Chat, or Calendar, the agent can leverage the information to which the user already has access. Google also plans to offer connectors to GitHub, Jira, Salesforce, ServiceNow, Confluence, and other business services. The provider states that data remains in its original systems and that existing permissions are respected.<sup><a href=\"#ref2\" data-type=\"internal\" data-id=\"#ref2\">[2]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">However, this announcement should be read carefully. As of October 12, 2026, several key features\u2014including certain long-running background tasks, the ability to choose third-party models, and mobile and desktop applications\u2014are still in early access or being rolled out gradually. In fact, The Verge describes the product as a private preview intended for businesses. It is therefore not yet a widely available service, nor is the product in a stable state.<sup><a href=\"#ref2\" data-type=\"internal\" data-id=\"#ref2\">[2]<\/a><a href=\"#ref4\" data-type=\"internal\" data-id=\"#ref4\">[4]<\/a><\/sup><\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   02\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhat Sets Gemini Agent Apart from a Chatbot\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">A chatbot typically waits for an instruction and then generates a response. Gemini Agent receives a task, breaks it down, selects a model, consults sources, calls upon tools, and can continue executing the task without requiring the user to remain at the screen. This innovation is less of a standalone feature and more of a delegation architecture that brings together memory, orchestration, identities, connectors, and action rules.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Google identifies four types of memory: session memory, semantic memory for facts and preferences, procedural memory for work methods, and episodic memory for certain past events. The system can also create temporary subagents, each with its own identity, to handle parts of a task. These so-called \u201ccoworkers\u201d may have an email address, storage space, and a context limited to their role.<sup><a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1]<\/a><a href=\"#ref2\" data-type=\"internal\" data-id=\"#ref2\">[2]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">This persistence reduces repetition, but it also increases the impact of an error. A misinterpreted instruction can affect multiple applications, an incorrect memory can influence subsequent tasks, and an overly permissive connector can expose more data than necessary. The agent must therefore be viewed as a component of the information system, not merely as a conversational assistant.<\/p>\n\n<p><style>\n.aiv2-pill{display:flex;align-items:center;gap:4px;background:rgba(255,255,255,0.07);border:1px solid rgba(255,255,255,0.11);border-radius:20px;padding:4px 10px;font-size:11.5px;color:rgba(255,255,255,0.72);white-space:nowrap;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;}\n.aiv2-pill svg{width:11px;height:11px;flex-shrink:0;stroke:#3986e1;}\n.aiv2-cta:hover{background:#2f72c8 !important;}\n.aiv2-badge-inner{display:inline-flex;align-items:center;gap:5px;background:rgba(57,134,225,0.12);border:1px solid rgba(57,134,225,0.35);border-radius:20px;padding:3px 10px;}\n.aiv2-badge-dot{width:5px;height:5px;border-radius:50%;background:#3986e1;display:inline-block;flex-shrink:0;}\n@media(max-width:640px){\n  .aiv2-responsive{flex-direction:column !important;}\n  .aiv2-img-wrap{width:100% !important;height:180px !important;}\n  .aiv2-img-overlay{background:linear-gradient(to bottom,rgba(35,38,65,0) 30%,rgba(35,38,65,1) 100%) !important;}\n  .aiv2-body-wrap{padding:18px 20px 24px !important;}\n  .aiv2-logo-img{width:150px !important;}\n  .aiv2-cta{width:100% !important;text-align:center !important;display:block !important;}\n  .aiv2-badge-hide{display:none !important;}\n}\n<\/style>\n<div style=\"background:#232641;border-radius:16px;overflow:hidden;margin:40px 0;box-sizing:border-box;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;\">\n  <div class=\"aiv2-responsive\" style=\"display:flex !important;flex-direction:row !important;min-height:240px;\">\n    <div class=\"aiv2-img-wrap\" style=\"width:42% !important;flex-shrink:0 !important;position:relative;overflow:hidden;\">\n      <img decoding=\"async\" src=\"https:\/\/aivancity.ai\/sites\/default\/files\/2026-05\/banner-ia-agentique-et-claude-cowork-sans-texte_0.webp\" alt=\"Agentic AI &amp; Claude Cowork\" style=\"width:100% !important;height:100% !important;object-fit:cover !important;object-position:center top !important;display:block !important;filter:brightness(0.9);\">\n      <div class=\"aiv2-img-overlay\" style=\"position:absolute;inset:0;background:linear-gradient(to right,rgba(35,38,65,0) 40%,rgba(35,38,65,0.7) 75%,rgba(35,38,65,1) 100%);\"><\/div>\n    <\/div>\n    <div class=\"aiv2-body-wrap\" style=\"flex:1;padding:26px 32px 26px 22px;display:flex !important;flex-direction:column !important;justify-content:space-between;gap:14px;position:relative;z-index:1;box-sizing:border-box;\">\n      <img decoding=\"async\" class=\"aiv2-logo-img\" src=\"https:\/\/aivancity.ai\/blog\/wp-content\/uploads\/2026\/05\/BLANC-FRANCAIS-COMPLET.png\" alt=\"aivancity\" style=\"width:170px !important;height:auto !important;display:block !important;max-width:170px !important;opacity:0.95;\">\n      <div style=\"display:flex;flex-direction:column;gap:10px;flex:1;justify-content:center;\">\n        <h2 style=\"font-size:23px;font-weight:700;color:#fff;line-height:1.25;margin:0;\">Master<span style=\"color:#3986e1;\">Agentic AI<\/span><br>with Claude Cowork<\/h2>\n        <p style=\"font-size:13px;color:rgba(255,255,255,0.58);line-height:1.55;max-width:400px;margin:0;\">Move from conversational AI to operational AI. 2 days to automate your complex tasks \u2014 no technical skills required.<\/p>\n        <div style=\"display:flex;flex-wrap:wrap;gap:6px;\">\n          <span class=\"aiv2-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"><\/circle><polyline points=\"12 6 12 12 16 14\"><\/polyline><\/svg>2-day course<\/span>\n          <span class=\"aiv2-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M17 21v-2a4 4 0 0 0-4-4H5a4 4 0 0 0-4 4v2\"><\/path><circle cx=\"9\" cy=\"7\" r=\"4\"><\/circle><\/svg>Managers &amp; non-technical staff<\/span>\n          <span class=\"aiv2-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg>OPCO \/ CPF-eligible<\/span>\n          <span class=\"aiv2-pill\"><svg viewBox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M12 2C8.13 2 5 5.13 5 9c0 5.25 7 13 7 13s7-7.75 7-13c0-3.87-3.13-7-7-7z\"><\/path><circle cx=\"12\" cy=\"9\" r=\"2.5\"><\/circle><\/svg>Paris-Villejuif campus<\/span>\n        <\/div>\n      <\/div>\n      <div style=\"display:flex;align-items:center;justify-content:space-between;flex-wrap:wrap;gap:10px;\">\n        <a class=\"aiv2-cta\" href=\"https:\/\/aivancity.ai\/en\/executive-education\/agent-based-ai-claude-cowork\" target=\"_blank\" rel=\"noopener noreferrer\"\n   style=\"background:#3986e1 !important;color:#fff !important;font-size:13.5px;font-weight:600;padding:10px 24px;border-radius:8px;text-decoration:none !important;white-space:nowrap;display:inline-block !important;\">\n  Explore the course \u2192\n<\/a>\n        <span class=\"aiv2-badge-hide aiv2-badge-inner\">\n          <span class=\"aiv2-badge-dot\"><\/span>\n          <span style=\"font-size:10.5px;color:#3986e1;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;\">RS6787 certification<\/span>\n        <\/span>\n      <\/div>\n    <\/div>\n  <\/div>\n<\/div><\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   03\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nHow the agent works within the company\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The announced workflow follows a loop: the user defines a goal, Gemini Agent gathers the authorized context, develops a plan, selects the appropriate models and tools, executes the steps, and then returns a result and logs. Google states that the system can currently utilize Gemini and certain Claude models, with additional options planned for the future.<sup><a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1]<\/a><\/sup><\/p>\n\n<div style=\"width: 100%; margin: 28px auto; overflow-x: auto;\">\n  <table style=\"  width: 100%; border-collapse: separate; border-spacing: 0; font-family: Arial, sans-serif; font-size: 16px; line-height: 1.55; color: #26345f; border: 1px solid #d9dce8; border-radius: 12px; overflow: hidden; box-shadow: 0 5px 18px rgba(59, 75, 132, 0.10);  \">\n    <thead>\n      <tr>\n         <th style=\" width: 25%; padding: 16px 18px; background-color: #3b4b84; color: #ffffff; text-align: left; vertical-align: middle; border-right: 1px solid rgba(255, 255, 255, 0.25); \">\n         Component\n       <\/th>\n\n        <th style=\" width: 38%; padding: 16px 18px; background-color: #3b4b84; color: #ffffff; text-align: left; vertical-align: middle; border-right: 1px solid rgba(255, 255, 255, 0.25); \">\n         Rated capacity\n       <\/th>\n\n        <th style=\" width: 37%; padding: 16px 18px; background-color: #3b4b84; color: #ffffff; text-align: left; vertical-align: middle; \">\n         Point to check\n       <\/th> \n      <\/tr>\n    <\/thead>\n\n    <tbody>\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #ffffff; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Persistent Execution\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Tasks continue to run in the cloud, sometimes for several hours or several days.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-bottom: 1px solid #d9dce8; \">\n         True availability, fault tolerance, and the ability to stop immediately.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #f4f6fb; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n        \n Applications        <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #f4f6fb; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Workspace, Microsoft 365, Slack, and numerous business services via connectors.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #f4f6fb; vertical-align: middle; border-bottom: 1px solid #d9dce8; \">\n         Precise data scope, read, write, and share permissions.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #ffffff; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Sub-agents\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Creating temporary agents to distribute a complex task.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-bottom: 1px solid #d9dce8; \">\n         Propagation of errors, permissions, and costs among agents.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #f4f6fb; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n        \n Identity        <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #f4f6fb; vertical-align: middle; border-right: 1px solid #d9dce8; border-bottom: 1px solid #d9dce8; \">\n         Dedicated identity for each agent, with its own resources and context.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #f4f6fb; vertical-align: middle; border-bottom: 1px solid #d9dce8; \">\n         Human resources management, lifecycle management, revocation, and exit processing.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding: 15px 18px; background-color: #ffffff; font-weight: 700; vertical-align: middle; border-right: 1px solid #d9dce8; \">\n        \n Routing        <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; border-right: 1px solid #d9dce8; \">\n         Selection of different models based on the task.\n       <\/td>\n\n        <td style=\" padding: 15px 18px; background-color: #ffffff; vertical-align: middle; \">\n         Transparency in selection, measured quality, and data transfer rules.\n       <\/td> \n      <\/tr>\n    <\/tbody>\n  <\/table>\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">From the user\u2019s perspective, this architecture may appear to be a single point of contact. For the company, however, it actually consists of a chain of models, data, connectors, cloud services, and security policies. The evaluation must therefore focus on the entire task, not just on the quality of a generated response.<\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   04\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhy This Could Transform the Way Work Is Organized\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The potential benefit comes from reducing the gaps between applications. An agent can, for example, summarize conversations, retrieve related documents, query a database, prepare a presentation, and schedule a meeting. These tasks already exist separately, but performing them in sequence usually requires numerous manual transfers.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The role of professionals is thus shifting from performing micro-tasks to setting goals, selecting sources, handling exceptions, and making decisions. This shift does not mean that an agent replaces an entire job. Google\u2019s ATLAS study, based on 15 million anonymized work interactions, observes the spread of AI across occupations covering a large portion of the U.S. workforce, while emphasizing that full end-to-end automation remains limited.<sup><a href=\"#ref5\" data-type=\"internal\" data-id=\"#ref5\">[5]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The core competency becomes controlled delegation: defining an observable outcome, distinguishing between reversible actions and sensitive decisions, setting approval thresholds, and recognizing when an employee must stop. An organization that automates a poorly defined process risks, above all, exacerbating its inconsistencies.<\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   05\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhat the Evidence Actually Shows\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Google outlines an ambitious architecture and notes that nearly 80% of its cloud customers are already using AI products, while nearly 90% of Fortune 100 companies are reportedly using Gemini Enterprise. These figures reflect adoption of the Google ecosystem, not the specific effectiveness of Gemini Agent. They come from the provider and do not constitute an independent benchmark or a measure of productivity.<sup><a href=\"#ref1\" data-type=\"internal\" data-id=\"#ref1\">[1]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">There is still no comparable public evaluation that measures the agent\u2019s success rate in real-world processes, the frequency of human intervention, silent errors, authorization incidents, or the cost of an outcome that is actually accepted. The demonstration examples show what the product aims to accomplish, but not its reliability at scale.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">It is also important to distinguish between the agent and the model. Better reasoning capabilities can improve planning, but success also depends on the quality of the connectors, the status of the applications, access rules, and security controls. In a long workflow, a small error at each step can accumulate and produce a plausible but incorrect result.<\/p>\n\n<style>\n.aiv10-pill{display:flex;align-items:center;gap:4px;background:rgba(255,255,255,0.07);border:1px solid rgba(255,255,255,0.11);border-radius:20px;padding:4px 10px;font-size:11.5px;color:rgba(255,255,255,0.72);white-space:nowrap;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;}\n.aiv10-pill svg{width:11px;height:11px;flex-shrink:0;stroke:#3986e1;}\n.aiv10-cta:hover{background:#2f72c8 !important;}\n.aiv10-badge-inner{display:inline-flex;align-items:center;gap:5px;background:rgba(57,134,225,0.12);border:1px solid rgba(57,134,225,0.35);border-radius:20px;padding:3px 10px;}\n.aiv10-badge-dot{width:5px;height:5px;border-radius:50%;background:#3986e1;display:inline-block;flex-shrink:0;}\n@media(max-width:640px){\n  .aiv10-responsive{flex-direction:column !important;}\n  .aiv10-img-wrap{width:100% !important;height:180px !important;}\n  .aiv10-img-overlay{background:linear-gradient(to bottom,rgba(35,38,65,0) 30%,rgba(35,38,65,1) 100%) !important;}\n  .aiv10-body-wrap{padding:18px 20px 24px !important;}\n  .aiv10-logo-img{width:150px !important;}\n  .aiv10-cta{width:100% !important;text-align:center !important;display:block !important;}\n  .aiv10-badge-hide{display:none !important;}\n}\n<\/style>\n\n<div style=\"background:#232641;border-radius:16px;overflow:hidden;margin:40px 0;box-sizing:border-box;font-family:-apple-system,BlinkMacSystemFont,'Segoe UI',Roboto,sans-serif;\">\n  <div class=\"aiv10-responsive\" style=\"display:flex !important;flex-direction:row !important;min-height:240px;\">\n\n    <div class=\"aiv10-img-wrap\" style=\"width:42% !important;flex-shrink:0 !important;position:relative;overflow:hidden;\">\n      <img decoding=\"async\" src=\"https:\/\/aivancity.ai\/sites\/default\/files\/2025-11\/vignette-msc-ia-gen.jpg\" alt=\"aivancity MSc in Generative and Agentic AI\" style=\"width:100% !important;height:100% !important;object-fit:cover !important;object-position:center top !important;display:block !important;filter:brightness(0.9);\"\/>\n      <div class=\"aiv10-img-overlay\" style=\"position:absolute;inset:0;background:linear-gradient(to right,rgba(35,38,65,0) 40%,rgba(35,38,65,0.7) 75%,rgba(35,38,65,1) 100%);\"><\/div>\n    <\/div>\n\n    <div class=\"aiv10-body-wrap\" style=\"flex:1;padding:26px 32px 26px 22px;display:flex !important;flex-direction:column !important;justify-content:space-between;gap:14px;position:relative;z-index:1;box-sizing:border-box;\">\n\n      <img decoding=\"async\" class=\"aiv10-logo-img\" src=\"https:\/\/aivancity.ai\/blog\/wp-content\/uploads\/2026\/05\/BLANC-FRANCAIS-COMPLET.png\" alt=\"aivancity\" style=\"width:170px !important;height:auto !important;display:block !important;max-width:170px !important;opacity:0.95;\"\/>\n\n      <div style=\"display:flex;flex-direction:column;gap:10px;flex:1;justify-content:center;\">\n        <h2 style=\"font-size:22px;font-weight:700;color:#fff;line-height:1.25;margin:0;\">MSc <span style=\"color:#3986e1;\">Generative<\/span><br\/>and Agentic AI<\/h2>\n        <p style=\"font-size:13px;color:rgba(255,255,255,0.58);line-height:1.55;max-width:400px;margin:0;\">Become an expert in generative and agentic AI: LLMs, transformers, enterprise deployment. Silicon Valley learning trip included. RNCP Level 7 certification (Bac+6).<\/p>\n        <div style=\"display:flex;flex-wrap:wrap;gap:6px;\">\n          <span class=\"aiv10-pill\"><svg viewbox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><circle cx=\"12\" cy=\"12\" r=\"10\"><\/circle><polyline points=\"12 6 12 12 16 14\"><\/polyline><\/svg>12 months \u2014 Bac+6<\/span>\n          <span class=\"aiv10-pill\"><svg viewbox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M17 21v-2a4 4 0 0 0-4-4H5a4 4 0 0 0-4 4v2\"><\/path><circle cx=\"9\" cy=\"7\" r=\"4\"><\/circle><\/svg>Bac+5 with experience<\/span>\n          <span class=\"aiv10-pill\"><svg viewbox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><polyline points=\"20 6 9 17 4 12\"><\/polyline><\/svg>Part-time \u2014 Fridays &#038; Saturdays<\/span>\n          <span class=\"aiv10-pill\"><svg viewbox=\"0 0 24 24\" fill=\"none\" stroke-width=\"2\"><path d=\"M12 2C8.13 2 5 5.13 5 9c0 5.25 7 13 7 13s7-7.75 7-13c0-3.87-3.13-7-7-7z\"><\/path><circle cx=\"12\" cy=\"9\" r=\"2.5\"><\/circle><\/svg>Paris-Villejuif campus<\/span>\n        <\/div>\n      <\/div>\n\n      <div style=\"display:flex;align-items:center;justify-content:space-between;flex-wrap:wrap;gap:10px;\">\n        <a class=\"aiv10-cta\" href=\"https:\/\/aivancity.ai\/en\/program\/msc-generative-and-agent-based-artificial-intelligence\/presentation\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"background:#3986e1 !important;color:#fff !important;font-size:13.5px;font-weight:600;padding:10px 24px;border-radius:8px;text-decoration:none !important;white-space:nowrap;display:inline-block !important;\">\n          Discover the program \u2192\n        <\/a>\n        <span class=\"aiv10-badge-hide aiv10-badge-inner\">\n          <span class=\"aiv10-badge-dot\"><\/span>\n          <span style=\"font-size:10.5px;color:#3986e1;font-weight:600;letter-spacing:0.04em;text-transform:uppercase;\">RNCP Level 7 certification<\/span>\n        <\/span>\n      <\/div>\n\n    <\/div>\n  <\/div>\n<\/div>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   06\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nIdentity, Permissions, Costs, and Liability\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Google plans to implement an agent identity based on a SPIFFE identifier, a registry of approved agents and tools, IAM policies with default denial, an execution gateway, and observability logs. Model Armor is designed to analyze tool commands and responses to detect, among other things, prompt injections and certain data leaks.<sup><a href=\"#ref3\" data-type=\"internal\" data-id=\"#ref3\">[3]<\/a><\/sup><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">These safeguards are appropriate, but their effectiveness depends on how they are configured. An agent should be granted only the necessary permissions, for a defined period of time, with a clear distinction between read and write access. Logs must make it possible to reconstruct the objective, the sources consulted, the tools used, the human validations, and the resulting effects.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Cost is another form of governance. Google provides monthly caps, estimates, and detection of abnormal increases. The total cost, however, may include licenses, model calls, execution, memory, connectors, and human oversight. A useful metric, therefore, is not the price per query, but the cost per verified and accepted result<a href=\"#ref6\" data-type=\"internal\" data-id=\"#ref6\">.<sup>[6]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">From a legal standpoint, the European AI Act does not classify a system as high-risk based solely on its autonomy. The classification depends on its intended use. When a system operates in a high-risk domain, Article 14 requires, among other things, that people be able to monitor its operation, interpret its results, disregard or override them, and shut down the system. Human oversight must therefore not be a mere formality, but a real authority exercised under appropriate conditions.<sup><a href=\"#ref7\" data-type=\"internal\" data-id=\"#ref7\">[7]<\/a><a href=\"#ref8\" data-type=\"internal\" data-id=\"#ref8\">[8]<\/a><\/sup><\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   <div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">\n   07\n <\/div>\n\n  <h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">\nWhat to Watch for Now\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The first question will be whether the announced features are actually available. It will be important to distinguish between demonstrations, private previews, and the features that can actually be enabled in each region, each plan, and each connector.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The second will focus on production results: the percentage of tasks completed without correction, time spent on human review, the number of canceled actions, permission-related incidents, cost per accepted result, and the satisfaction of those involved. Without these metrics, it remains difficult to isolate productivity gains.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The third issue concerns platform dependency. The more memory, rules, and connections an agent accumulates, the more complex its migration becomes. Context portability, log export, tool interoperability, and the ability to replace a model without rebuilding the process are becoming key industry challenges.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Gemini Agent thus marks a significant milestone in the transition from chatbot to working agent. Its scope, however, will not depend on the number of applications it can access, but rather on organizations\u2019 ability to assign it a limited identity, revoke its permissions, understand its actions, contain its costs, and maintain clearly identifiable human accountability.<\/p>\n\n<section style=\"  width: 100%; margin: 34px auto; padding: 30px; box-sizing: border-box; background-color: #3b4b84; border-radius: 16px; box-shadow: 0 8px 24px rgba(38, 52, 95, 0.18); font-family: Arial, sans-serif;  \">\n\n  <div style=\"  margin-bottom: 24px; padding-bottom: 20px; border-bottom: 1px solid rgba(255, 255, 255, 0.25);  \">\n     <h2 style=\" margin: 0 0 12px; color: #ffffff; font-size: 27px; line-height: 1.3; \">\n     To learn more\n   <\/h2>\n\n    <p style=\" margin: 0; max-width: 850px; color: #e8ebf5; font-size: 17px; line-height: 1.7; \">\n     To understand\n <strong style=\"color: #ffffff;\">     Gemini Agent<\/strong>\n     within the context of the evolution of professional agents,\n     their governance, and their integration\n     with work tools, check out\n     these analyses from the aivancity blog.\n   <\/p> \n  <\/div>\n\n  <div style=\"  display: grid; grid-template-columns: repeat(auto-fit, minmax(280px, 1fr)); gap: 16px;  \">\n\n    <!-- CARTE 1 : MICROSOFT AGENT 365 -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/microsoft-launches-agent-365-the-platform-that-monitors-ai-agents-for-you\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"  display: flex; flex-direction: column; justify-content: space-between; min-height: 185px; padding: 21px; box-sizing: border-box; background-color: #ffffff; border-top: 5px solid #3358ff; border-radius: 11px; color: #26345f; text-decoration: none; box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);  \">\n      <div>\n         <span style=\" display: inline-block; margin-bottom: 13px; padding: 5px 10px; background-color: #e9edff; color: #3358ff; border-radius: 20px; font-size: 12px; font-weight: 700; letter-spacing: 0.5px; text-transform: uppercase; \">\n         Agent Governance\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         Microsoft Launches Agent 365:\n         the platform that monitors AI agents\n         for you\n       <\/strong> \n      <\/div>\n\n      <span style=\"  display: block; margin-top: 18px; color: #3358ff; font-size: 14px; font-weight: 700;  \">\n         Read the analysis \u2192\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 2 : GEMINI 3.7 FLASH -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/gemini-3-7-flash-google-beefs-up-its-ai-for-coding-and-automation\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"  display: flex; flex-direction: column; justify-content: space-between; min-height: 185px; padding: 21px; box-sizing: border-box; background-color: #ffffff; border-top: 5px solid #009688; border-radius: 11px; color: #26345f; text-decoration: none; box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);  \">\n      <div>\n         <span style=\" display: inline-block; margin-bottom: 13px; padding: 5px 10px; background-color: #e3f5f2; color: #007c71; border-radius: 20px; font-size: 12px; font-weight: 700; letter-spacing: 0.5px; text-transform: uppercase; \">\n         Technological Advances in AI\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         Gemini 3.7 Flash: Google Accelerates\n         Work on Code and AI Agents\n       <\/strong> \n      <\/div>\n\n      <span style=\"  display: block; margin-top: 18px; color: #007c71; font-size: 14px; font-weight: 700;  \">\n         Read the analysis \u2192\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 3 : PERPLEXITY PERSONAL COMPUTER -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/with-personal-computer-perplexity-aims-to-turn-your-mac-into-a-permanent-ai-agent\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"  display: flex; flex-direction: column; justify-content: space-between; min-height: 185px; padding: 21px; box-sizing: border-box; background-color: #ffffff; border-top: 5px solid #986e13; border-radius: 11px; color: #26345f; text-decoration: none; box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);  \">\n      <div>\n         <span style=\" display: inline-block; margin-bottom: 13px; padding: 5px 10px; background-color: #f7eed9; color: #986e13; border-radius: 20px; font-size: 12px; font-weight: 700; letter-spacing: 0.5px; text-transform: uppercase; \">\n         Agent-Based AI\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         With Personal Computer, Perplexity\n         aims to transform your Mac\n         into a permanent AI agent\n       <\/strong> \n      <\/div>\n\n      <span style=\"  display: block; margin-top: 18px; color: #986e13; font-size: 14px; font-weight: 700;  \">\n         Read the analysis \u2192\n      <\/span>\n    <\/a>\n\n    <!-- CARTE 4 : AGENTS IA ET MAINTENANCE SAAS -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/integration-of-ai-agents-for-the-automation-of-saas-system-maintenance\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"  display: flex; flex-direction: column; justify-content: space-between; min-height: 185px; padding: 21px; box-sizing: border-box; background-color: #ffffff; border-top: 5px solid #e91e63; border-radius: 11px; color: #26345f; text-decoration: none; box-shadow: 0 4px 12px rgba(20, 29, 60, 0.16);  \">\n      <div>\n         <span style=\" display: inline-block; margin-bottom: 13px; padding: 5px 10px; background-color: #fde8ef; color: #c2185b; border-radius: 20px; font-size: 12px; font-weight: 700; letter-spacing: 0.5px; text-transform: uppercase; \">\n         Agent-based AI\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         Integration of AI agents for\n         maintenance automation\n         of SaaS systems\n       <\/strong> \n      <\/div>\n\n      <span style=\"  display: block; margin-top: 18px; color: #c2185b; font-size: 14px; font-weight: 700;  \">\n         Read the analysis \u2192\n      <\/span>\n    <\/a>\n\n  <\/div>\n<\/section>\n\n<section style=\"  width:100%; margin:32px auto; padding:28px 30px; box-sizing:border-box; background-color:#f4f6fb; border:1px solid #d9dce8; border-radius:14px; box-shadow:0 5px 18px rgba(59,75,132,0.10); font-family:Arial,sans-serif;  \">\n\n  <div style=\"  margin-bottom:22px; padding-bottom:14px; border-bottom:3px solid #3b4b84;  \">\n    <h2 style=\"  margin:0; color:#3b4b84; font-size:25px; line-height:1.3; font-weight:700;  \">\n       Sources\n    <\/h2>\n  <\/div>\n\n  <div style=\"  display:flex; flex-direction:column; gap:13px;  \">\n\n    <!-- SOURCE 1 -->\n    <p id=\"ref1\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #3358ff; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#3358ff;\">[1]<\/strong>\n     Google Cloud. (October 8, 2026).\n <em>     Welcome to Gemini at Work 2026<\/em>.\n <a href=\"https:\/\/cloud.google.com\/blog\/products\/ai-machine-learning\/welcome-to-gemini-at-work-2026\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3358ff;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 2 -->\n    <p id=\"ref2\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #009688; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#007c71;\">[2]<\/strong>\n     Google Cloud.\n <em>     Gemini Enterprise<\/em>.\n     Product documentation, accessed October 12, 2026.\n <a href=\"https:\/\/cloud.google.com\/gemini-enterprise\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View documentation\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 3 -->\n    <p id=\"ref3\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #986e13; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#986e13;\">[3]<\/strong>\n     Google Cloud.\n <em>     Manage agents in the Gemini Enterprise Agent Platform<\/em>.\n     Accessed October 12, 2026.\n <a href=\"https:\/\/docs.cloud.google.com\/gemini-enterprise-agent-platform\/govern\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the documentation\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 4 -->\n    <p id=\"ref4\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #e91e63; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#c2185b;\">[4]<\/strong>\n     The Verge. (October 8, 2026).\n <em>     Google\u2019s Gemini Agent wants to do your work for you<\/em>.\n <a href=\"https:\/\/www.theverge.com\/tech\/1007904\/google-gemini-ai-agent-enterprise\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#c2185b;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        Read the article\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 5 -->\n    <p id=\"ref5\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #3b4b84; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#3b4b84;\">[5]<\/strong>\n     Google Research. (August 2026).\n <em>     AI &#038; Economy ATLAS<\/em>.\n     arXiv:2608.00038.\n <a href=\"https:\/\/arxiv.org\/abs\/2608.00038\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3b4b84;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the publication\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 6 -->\n    <p id=\"ref6\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #3358ff; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#3358ff;\">[6]<\/strong>\n     Google Cloud. (2026).\n <em>     Flexible billing and cost controls for agents on Google Cloud<\/em>.\n <a href=\"https:\/\/cloud.google.com\/blog\/products\/ai-machine-learning\/flexible-billing-and-cost-controls-for-agents-on-google-cloud\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3358ff;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 7 -->\n    <p id=\"ref7\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #009688; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#007c71;\">[7]<\/strong>\n     European Commission.\n <em>     AI Act, Article 6, classification of high-risk systems<\/em>.\n <a href=\"https:\/\/ai-act-service-desk.ec.europa.eu\/en\/ai-act\/article-6\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        See Article 6\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 8 -->\n    <p id=\"ref8\" style=\"  margin:0; padding:16px 18px; background:#ffffff; color:#26345f; border-left:4px solid #986e13; border-radius:8px; font-size:15px; line-height:1.65; text-align:justify;  \">\n      <strong style=\"color:#986e13;\">[8]<\/strong>\n     European Commission.\n <em>     AI Act, Article 14, human oversight<\/em>.\n <a href=\"https:\/\/ai-act-service-desk.ec.europa.eu\/en\/ai-act\/article-14\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View Article 14\n    <\/a> \n    <\/p>\n\n  <\/div>\n<\/section>\n","protected":false},"excerpt":{"rendered":"<p>The October 8, 2026, Google Cloud presented Gemini Agent, a universal agent integrated into Gemini Enterprise, designed to work in business applications, utilize tools and pursue background objectives. The change is not solely due to&#8230;<\/p>\n","protected":false},"author":7,"featured_media":661963,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[90],"tags":[79],"class_list":["post-661966","post","type-post","status-publish","format-standard","has-post-thumbnail","category-agentic-ai","tag-lets-talk-ai"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Gemini Agent: How Agent-Based AI Is Actually Changing the Way Businesses Operate - aivancity blog<\/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:\/\/aivancity.ai\/blog\/en\/gemini-agent-how-agent-based-ai-is-actually-changing-the-way-businesses-operate\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Gemini Agent: How Agent-Based AI Is Actually Changing the Way Businesses Operate - aivancity blog\" \/>\n<meta property=\"og:description\" content=\"The October 8, 2026, Google Cloud presented Gemini Agent, a universal agent integrated into Gemini Enterprise, designed to work in business applications, utilize tools and pursue background objectives. 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