{"id":661873,"date":"2026-10-28T10:35:38","date_gmt":"2026-10-28T09:35:38","guid":{"rendered":"https:\/\/aivancity.ai\/blog\/coding-our-selection-of-the-best-generative-ai-tools-of-2026\/"},"modified":"2026-10-28T14:29:29","modified_gmt":"2026-10-28T13:29:29","slug":"coding-our-selection-of-the-best-generative-ai-tools-of-2026","status":"publish","type":"post","link":"https:\/\/aivancity.ai\/blog\/en\/coding-our-selection-of-the-best-generative-ai-tools-of-2026\/","title":{"rendered":"Coding: Our Selection of the Best Generative AI Tools of 2026"},"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     From <strong>autocompleting a function<\/strong>\n   to preparing changes across multiple files,\n <strong style=\"color: #3358ff;\">   AI tools<\/strong>\n   are automating an increasing portion of\n <strong>   software development<\/strong>.\n <strong>   GitHub Copilot<\/strong>,\n <strong>   Cursor<\/strong>, and\n <strong>   Claude Code<\/strong> illustrate three ways\n   to work with these systems.\n   This selection of  <strong>Ten solutions<\/strong>\n   examine their <strong>uses<\/strong>,\n   their <strong>pricing<\/strong>, and the conditions\n   that allow you to retain\n <strong style=\"color: #986e13;\">   control over the code,\n   data, and decisions.<\/strong>\n  <\/p>\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Automating software development doesn\u2019t just mean generating code based on instructions. It also involves understanding an existing project, identifying a defect, adhering to its conventions, testing changes, and preparing them for integration. Programming agents now combine several of these operations, with a degree of autonomy that depends on the tools and permissions granted.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The selected classification includes assistants integrated into development environments, AI-powered editors, terminal-based agents, and prototyping or review platforms. These products share the ability to generate content, but their scopes differ. A suggestion accepted within an editor and an agent authorized to execute commands do not entail the same responsibilities.<\/p>\n\n<div style=\"  display:grid; grid-template-columns:42px 1fr; column-gap:2px; align-items:start; margin:20px 0 30px;  \">\n\n   \n<div style=\" color:#B18418; font-size:23px; line-height:1.2; font-weight:800; letter-spacing:1px; padding-top:5px; \">01<\/div>\n \n\n \n<h2 style=\" margin:0; color:#171D45; font-size:30px; line-height:1.2; font-weight:800; letter-spacing:-0.6px; \">Overview of the \ncategory<\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">This category covers the automation of tasks in the software development lifecycle: completion, explanation, transformation, testing, documentation, and review. A model receives an instruction and context, then generates an output. Within an agent, an orchestration system provides it with access to tools for searching for files, modifying them, or executing commands. The results of these operations can feed into the subsequent steps.<a href=\"#source11\"><sup>[11]<\/sup><\/a><a href=\"#source12\"><sup>[12]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">An integrated development environment, or IDE, combines an editor, code navigation, and diagnostic tools. GitHub Copilot and Gemini Code Assist can support work in these environments. Cursor and Devin Desktop\u2014the new name for Windsurf\u2014organize the experience around agents. Claude Code, Codex, and Junie also offer capabilities that go beyond the editor alone. Replit combines code creation with hosting services; Qodo focuses on code review; Kiro structures work around specifications.<a href=\"#source1\"><sup>[1\u201310]<\/sup><\/a><a href=\"#source13\"><sup>[13\u201316]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Recent features expand the scope of automation: background processing, multi-file edits, connections to tools, and the preparation of pull requests\u2014that is, proposed changes submitted for review. GitHub now refers to this as a \u201ccloud agent.\u201d Junie offers CLI access via the terminal, as well as GitHub and GitLab integrations. These developments show that the distinction between extensions, editors, and agents is becoming less clear-cut.<a href=\"#source9\"><sup>[9]<\/sup><\/a><a href=\"#source13\"><sup>[13]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Technical evolution stems from the cycle of generation, tool usage, and observation of results. However, \u201cagent-based\u201d or \u201cAI-first\u201d terminology does not prove that the system understands all business constraints. A renaming, such as that of Windsurf, must be distinguished from documented new capabilities. A benchmark can shed light on a given task, but it does not automatically measure the maintainability, security, and cost of a real-world project.<a href=\"#source7\"><sup>[7]<\/sup><\/a><\/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; \">\nRanking of the Best AI Tools\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">The Top 10 retains the ranking order proposed for this series. It is an editorial selection, not an experimental ranking. The top three positions compare a highly integrated assistant, an editor organized around agents, and a programming agent that can be used in multiple environments. No performance scores or market leadership rankings are implied by this order.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The comparison applies eight criteria to each solution: available features, accessibility, integrations, product maturity, price and resource consumption, action control, relevant use cases, and limitations. Documentation outlines what the vendor offers; a review shares a user\u2019s experience; a study tests a hypothesis within a defined context. No comparative test of the ten tools was conducted for this article.<\/p>\n\n<p class=\"wp-block-paragraph\">The countries listed refer to the publisher\u2019s country of origin or location, not to where the data is hosted. Prices are those shown on the pages viewed on October 4, 2026, before any taxes. The monthly equivalents of annual subscriptions are specified. Providers\u2019 data allowances and credits are not directly comparable.<\/p>\n\n<div class=\"ranking-wrapper\" role=\"region\" aria-label=\"Classement des outils IA de codage\">\n\n  <div class=\"ranking-title\">\n     Category: Coding\n  <\/div>\n\n  <div class=\"ranking-grid\">\n\n    <a href=\"https:\/\/github.com\/features\/copilot\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">1<\/div>\n      <div class=\"side-band logo-copilot\" aria-hidden=\"true\">GitHub Copilot<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">GitHub Copilot (USA)<\/div>\n        <p><strong>Strength:<\/strong> A very comprehensive development assistant that combines code completion, chat, editing, code review, and agent-based features, with deep integration with GitHub and major IDEs.<\/p>\n        <p><strong>Limit:<\/strong> The quality of results depends on the context and the model used; generated changes must still be verified and tested by the developer.<\/p>\n        <p><strong>Price:<\/strong> Free \/ Pro ~$10\/month \/ Pro+ ~$39\/month.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/cursor.com\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">2<\/div>\n      <div class=\"side-band logo-cursor\" aria-hidden=\"true\">Cursor<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">Cursor (USA)<\/div>\n        <p><strong>Strength:<\/strong> An AI-first editor capable of leveraging the context of a codebase, modifying multiple files, and delegating development tasks to AI agents.<\/p>\n        <p><strong>Limit:<\/strong> Intensive use of advanced models and agents can increase costs; to take full advantage of the tool, you\u2019ll also need to adopt its development environment.<\/p>\n        <p><strong>Price:<\/strong> Free \/ Pro ~$20\/month.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/www.anthropic.com\/claude-code\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">3<\/div>\n      <div class=\"side-band logo-claude-code\" aria-hidden=\"true\">Claude Code<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">Claude Code (USA)<\/div>\n        <p><strong>Strength:<\/strong> An Anthropic programming agent particularly well-suited for exploring codebases, making changes to multiple files, using the terminal, and performing complex development tasks.<\/p>\n        <p><strong>Limitation:<\/strong> Long-running agent tasks can quickly exhaust quotas or increase costs depending on the access mode; supervision is still required for sensitive operations.<\/p>\n        <p><strong>Price:<\/strong> Included in certain Claude subscriptions \/ API billed based on usage.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/openai.com\/codex\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">4<\/div>\n      <div class=\"side-band logo-codex\" aria-hidden=\"true\">OpenAI Codex<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">OpenAI Codex (USA)<\/div>\n        <p><strong>Strength:<\/strong> A programming agent capable of generating, analyzing, and modifying code, as well as handling multi-step development tasks.<\/p>\n        <p><strong>Limit:<\/strong> Results depend on the provided context and require testing and human review before integration into production.<\/p>\n        <p><strong>Price:<\/strong> Included in certain ChatGPT plans \/ pay-as-you-go pricing.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/windsurf.com\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">5<\/div>\n      <div class=\"side-band logo-windsurf\" aria-hidden=\"true\">Windsurfing<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">Windsurf (USA)<\/div>\n        <p><strong>Strength:<\/strong> An AI-first development environment that combines coding assistance, understanding of the codebase, and agents capable of making coordinated changes to a project.<\/p>\n        <p><strong>Limit:<\/strong> A newer ecosystem than GitHub Copilot; the value of certain features depends on the adoption of the Windsurf environment.<\/p>\n        <p><strong>Price:<\/strong> Free \/ Pro ~$20\/month.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/replit.com\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">6<\/div>\n      <div class=\"side-band logo-replit\" aria-hidden=\"true\">Replit Agent<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">Replit Agent (USA)<\/div>\n        <p><strong>Advantage:<\/strong> Allows you to create, modify, test, and deploy applications using natural language instructions in a highly accessible integrated environment.<\/p>\n        <p><strong>Limit:<\/strong> Less suitable for certain large existing professional codebases; complex agent-based tasks can also increase resource consumption.<\/p>\n        <p><strong>Price:<\/strong> Free plan \/ Core ~$18\/month with annual billing.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/junie.jetbrains.com\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">7<\/div>\n      <div class=\"side-band logo-junie\" aria-hidden=\"true\">JetBrains Junie<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">JetBrains Junie (Germany \/ Czech Republic)<\/div>\n        <p><strong>Strength:<\/strong> A development agent deeply integrated with JetBrains IDEs, capable of leveraging the project context and executing multi-step development tasks.<\/p>\n        <p><strong>Limit:<\/strong> It is particularly valuable for developers who already use IntelliJ IDEA, PyCharm, WebStorm, or other JetBrains environments.<\/p>\n        <p><strong>Price:<\/strong> Free limited access \/ AI Pro ~$8.33\/month depending on the plan.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/codeassist.google\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">8<\/div>\n      <div class=\"side-band logo-gemini\" aria-hidden=\"true\">Gemini Code Assist<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">Gemini Code Assist (USA)<\/div>\n        <p><strong>Key Feature:<\/strong> A Google programming assistant that offers code completion, generation, explanation, and transformation, with integration into VS Code, JetBrains, and the Google Cloud ecosystem.<\/p>\n        <p><strong>Limit:<\/strong> Some advanced features depend on the edition used; the generated code must always be reviewed and tested before use.<\/p>\n        <p><strong>Price:<\/strong> Free individual version \/ paid Standard and Enterprise plans.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/www.qodo.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">9<\/div>\n      <div class=\"side-band logo-qodo\" aria-hidden=\"true\">Qodo<\/div>\n      <div class=\"card-content\">\n        <div class=\"tool-name\">Qodo (USA)<\/div>\n        <p><strong>Strength:<\/strong> A tool specializing in software quality, test generation, and AI-assisted code review, with integrations into IDEs and Git platforms.<\/p>\n        <p><strong>Limit:<\/strong> More specialized in quality, testing, and code review than in full-scale application development.<\/p>\n        <p><strong>Price:<\/strong> Free trial \/ Pro Team starting at approximately $30\/month.<\/p>\n      <\/div> \n    <\/a>\n\n    <a href=\"https:\/\/kiro.dev\/\" target=\"_blank\" rel=\"noopener noreferrer\" class=\"ranking-card\">\n      <div class=\"rank\">10<\/div>\n      <div class=\"side-band logo-kiro\" 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Three Leading Tools\n<\/h3>\n\n<p class=\"text-justify wp-block-paragraph\">These three solutions shape the case study through their approach to the work. The term \u201cdominant\u201d here refers to their position in the selection, without any independent measure of market share.<\/p>\n\n<h4 style=\"  margin:20px 0 12px; padding:10px 14px; background:#F7F5EF; border-radius:5px; color:#171D45; font-size:19px; line-height:1.4; font-weight:700;  \">\nGitHub Copilot: Guiding the Code Through to the Proposed Change\n<\/h4>\n\n<p class=\"text-justify wp-block-paragraph\">Copilot can assist during code entry and in code discussions. Its agent mode within the IDE and its cloud agent are two separate features. The latter can review a repository, prepare a plan, and work in the background on a fix, tests, or documentation improvements. It can generate a proposal for review on GitHub.<a href=\"#source13\"><sup>[13]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">For a team already organized around issues and pull requests, this continuity offers a practical advantage. A well-defined ticket can become a delegated unit of work. The team must provide conventions, verification commands, and acceptance criteria, then review the changes. Availability depends on the plan; agent functions and reviews consume credits.<a href=\"#source1\"><sup>[1]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The limitation arises when a pull request omits a business constraint or a dependency outside the repository. The code may appear consistent while still violating expected behavior. Integration tests and the merge decision therefore remain essential checkpoints.<\/p>\n\n<h4 style=\"  margin:20px 0 12px; padding:10px 14px; background:#F7F5EF; border-radius:5px; color:#171D45; font-size:19px; line-height:1.4; font-weight:700;  \">\nCursor: Working with Multiple Files in a Single Environment\n<\/h4>\n\n<p class=\"text-justify wp-block-paragraph\">Cursor Agent combines commands, a template, and tools. It can search for project elements, edit files, and use the terminal. Team-specific rules can guide its behavior. The MCP protocol allows for the connection of compatible services and tools; this connection provides access, but does not guarantee the appropriateness of the selected actions.<a href=\"#source11\"><sup>[11]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The platform is suitable for exploring a feature or making changes that span the user interface, business logic, and tests. Cloud agents also allow you to delegate work to run in the background. You need to verify where this work is executed, which connections are used, and what validation checks are in place for the changes.<a href=\"#source16\"><sup>[16]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Multi-file consistency is a criterion that must be verified. Indexing a project does not guarantee that all of its implicit contracts are included in the context. A refactoring must be reviewed in its entirety and tested at the relevant entry points. The project lead must also assess the cost of iterations, beyond the subscription fee.<\/p>\n\n<h4 style=\"  margin:20px 0 12px; padding:10px 14px; background:#F7F5EF; border-radius:5px; color:#171D45; font-size:19px; line-height:1.4; font-weight:700;  \">\nClaude Code: Integrating Tool Programming and Execution\n<\/h4>\n\n<p class=\"text-justify wp-block-paragraph\">Claude Code actively participates in the project rather than simply providing a snippet to copy. Its documentation describes how to access the project via the terminal, IDEs, a desktop application, and the web. It can read files, make changes, and run the commands needed to complete a task.<a href=\"#source12\"><sup>[12]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">This approach allows you to prepare a fix based on a reproducible error, and then validate the proposed fix against the build and tests. It is suitable for teams capable of defining their own environment and rules. Its permission system provides a framework for the tools; authorizations depend on the mode and the configured rules, so human confirmation is not always required.<a href=\"#source17\"><sup>[17]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">However, an agent may produce a convincing but incorrect diagnosis. You should ask the agent for the observed details, examine the differential diagnosis, and verify the tests that were actually performed. Access via subscription and access via API are subject to different terms; usage limits do not imply a fixed number of tasks that can be performed.<a href=\"#source3\"><sup>[3]<\/sup><\/a><\/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   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 to Choose?\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Starting with the need prevents you from comparing products based on a general promise. Writing a repetitive function, understanding a codebase, and designing a prototype all require different tools. A team that wants to stick with its current IDE can start with Copilot or Gemini Code Assist. Cursor or Devin Desktop are worth evaluating if the team wants to organize its work around agents. Claude Code, Codex, and Junie are suitable for reviewing delegated tasks in development environments.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Technical proficiency remains crucial. A beginner must be able to explain the resulting code, reproduce a problem, and understand the tests. Replit can facilitate a business prototype, but a project that handles real data requires a technical review. A JetBrains team will verify the Junie interfaces now available, rather than assuming the tool is limited to a single IDE. Qodo is better suited to a review process; Kiro to a specification-based approach.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Quality is measured based on the actual code commit: a known defect, limited functionality, and a change that includes exceptions. The developer must track the total time to validation, rework, regression tests, and code readability. The number of lines generated or suggestions accepted is not sufficient to measure improvement.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Integrations and privacy must be examined together. It is necessary to identify the files transmitted, the model provider, the training parameters, data retention, and access to external services. Cursor states that its privacy mode prevents the code from being used for training by Cursor itself or its model providers. This setting must be enabled and cross-checked against contractual documents; it does not mean that the data remains on the computer.<a href=\"#source2\"><sup>[2]<\/sup><\/a><\/p>\n\n<p class=\"wp-block-paragraph\">Autonomy is defined by action: reading, writing, commands, networking, and publishing. An agent can prepare a change on an isolated branch, while a developer retains control over merge approval and deployment. The total cost includes subscription fees, overage charges, runtime environment costs, and review time. The key metric is the cost of a properly integrated and maintainable change.<\/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   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; \">\nEthical Issues\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Code confidentiality applies to trade secrets as well as personal data. Logs, test sets, or tickets may contain customer identifiers. Under the GDPR, the organization must define the purpose and legal basis, limit the information transmitted, oversee processors, secure data processing, and review international transfers. Using fictitious data for a pilot project can reduce exposure without eliminating the need to review the actual data flow.<a href=\"#source19\"><sup>[19]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Technical secrets require specific controls: API keys, passwords, and tokens must not be generated in a routine manner. Agents executing commands or accessing external documents may encounter malicious instructions. Minimum permissions, environment isolation, and a separation between development and production access are relevant governance measures. Disabling confirmation prompts to save time alters the operational risk.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Intellectual property does not disappear with a generation. French law includes software among the works eligible for protection. The team must review the licenses of dependencies, similarities to third-party code, and the publisher\u2019s terms. A filter or a contractual clause does not guarantee that any output is free of rights. The traceability of changes and dependency choices facilitates the review.<a href=\"#source20\"><sup>[20]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Biases can be embedded in the software itself: assumptions about users, overly restrictive validation rules, accessibility issues, or inadequate handling of certain language formats. An interface that operates based on the examples provided in the prompt may exclude other situations. Acceptance criteria must therefore include relevant profiles and edge cases, with tests designed based on actual needs\u2014not solely on the generated implementation.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Human oversight must be effective. A developer cannot reasonably approve a change that they do not understand or for which they lack the time. Teams must retain the ability to diagnose a failure, resume work without an agent, and justify an architectural decision. In AI training, this means teaching critical code review, testing, security, and data management alongside the formulation of guidelines.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The applicable law depends on the intended use and the product being developed. The use of a code assistant does not automatically transform ordinary software into a high-risk AI system. Conversely, developing a system intended for a regulated field may entail additional obligations. As of October 4, 2026, the Commission has set the general effective date of the AI Act as August 2, 2026, with exceptions. The AI Omnibus, which entered into force on July 27, 2026, provides for the rules in Annex III to take effect on December 2, 2027, and those for certain systems integrated into products listed in Annex I to take effect on August 2, 2028. These deadlines do not postpone the GDPR, which is already in effect.<a href=\"#source21\"><sup>[21]<\/sup><\/a><a href=\"#source22\"><sup>[22]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Technological dependence and the environment must also be taken into account. A team can document its conventions and maintain tests and code repositories that are usable outside the chosen tool. Limiting aimless retries, choosing a suitable model, and avoiding the systematic generation of multiple unused solutions are ways to promote efficiency. The data available here does not allow for ranking the ten offerings by environmental footprint.<\/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; \">\nPractical Use Cases\n <\/h2> \n\n<\/div>\n\n<p class=\"wp-block-paragraph\">These scenarios are illustrative and based on documented functionality. They describe a system to be tested, without any quantified benefits attributed to a nonexistent experiment.<\/p>\n\n<style>.role-banquier-liste {\n    display: grid;\n    gap: 18px;\n    margin: 28px 0;\n  }\n\n  .role-banquier-liste .role-banquier-ligne {\n    display: grid;\n    grid-template-columns: 94px minmax(0, 1fr);\n    align-items: start;\n    column-gap: 22px;\n    padding: 24px 28px;\n    border-left: 3px solid #b18418;\n    background: #f8f7f4;\n  }\n\n  .role-banquier-liste .role-banquier-picto {\n    display: flex;\n    align-items: center;\n    justify-content: center;\n    width: 94px;\n    height: 94px;\n    box-sizing: border-box;\n    border: 1px solid #dce0ea;\n    background: #ffffff;\n    color: #a47719;\n  }\n\n  .role-banquier-liste .role-banquier-picto svg {\n    display: block;\n    width: 42px;\n    height: 42px;\n  }\n\n  .role-banquier-liste .role-banquier-contenu {\n    min-width: 0;\n    padding: 0;\n  }\n\n  .role-banquier-liste .role-banquier-contenu h3 {\n    display: block !important;\n    min-height: 0 !important;\n    margin: 0 0 10px !important;\n    padding: 0 !important;\n    color: #171d45;\n    font-size: 21px;\n    font-weight: 800;\n    line-height: 1.3;\n  }\n\n  .role-banquier-liste .role-banquier-contenu p {\n    margin: 0 !important;\n    padding: 0 !important;\n    color: #30394f;\n    font-size: 17px;\n    line-height: 1.65;\n    text-align: justify !important;\n    hyphens: auto;\n  }\n\n  @media (max-width: 600px) {\n    .role-banquier-liste .role-banquier-ligne {\n      grid-template-columns: 62px minmax(0, 1fr);\n      column-gap: 15px;\n      padding: 20px 16px;\n    }\n\n    .role-banquier-liste .role-banquier-picto {\n      width: 62px;\n      height: 62px;\n    }\n\n    .role-banquier-liste .role-banquier-picto svg {\n      width: 31px;\n      height: 31px;\n    }\n\n    .role-banquier-liste .role-banquier-contenu h3 {\n      font-size: 18px;\n    }\n\n    .role-banquier-liste .role-banquier-contenu p {\n      font-size: 16px;\n    }\n  }\n<\/style><div class=\"role-banquier-liste\" lang=\"en\"><div class=\"role-banquier-ligne\"><div class=\"role-banquier-picto\"><svg viewbox=\"0 0 48 48\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"15\" y=\"14\" width=\"18\" height=\"25\" rx=\"9\"><\/rect><path d=\"M19 14v-3a5 5 0 0 1 10 0v3M24 20v13\"><\/path><path d=\"m10 16 5 5M6 26h9M10 38l6-5M38 16l-5 5M42 26h-9M38 38l-6-5\"><\/path><\/svg><\/div><div class=\"role-banquier-contenu\"><h3>Fix a Bug with GitHub Copilot<\/h3><p>A service receives a missing value and throws an error. The team provides a reproducible scenario and the expected outcome. The agent prepares a fix and tests on a branch. The developer verifies that the change addresses the root cause without masking another error. The expected result is a proposed fix that is easier to review, supported by evidence of non-regression.<sup style=\"font-size:11px; line-height:0;\"><a href=\"#ref13\" aria-label=\"Reference 13\" style=\"color:#a47719; text-decoration:none;\">[13]<\/a><\/sup><\/p><\/div><\/div><div class=\"role-banquier-ligne\"><div class=\"role-banquier-picto\"><svg viewbox=\"0 0 48 48\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"6\" y=\"7\" width=\"36\" height=\"34\" rx=\"3\"><\/rect><path d=\"M6 15h36M12 11h.01M17 11h.01M22 11h.01\"><\/path><path d=\"M13 23h12M13 31h8M33 25v10M28 30h10\"><\/path><\/svg><\/div><div class=\"role-banquier-contenu\"><h3>Evolve a Feature with Cursor<\/h3><p>A form needs a new optional field that is sent to the API and stored in the database. The agent proposes changes to the relevant files. The human team retains control over compatibility, migration, and data-validation decisions. The pilot specifically checks older clients and records where the field is absent. A change that looks successful may still fail in these cases.<\/p><\/div><\/div><div class=\"role-banquier-ligne\"><div class=\"role-banquier-picto\"><svg viewbox=\"0 0 48 48\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><circle cx=\"21\" cy=\"21\" r=\"14\"><\/circle><path d=\"m31 31 11 11M17 16l-5 5 5 5M25 16l5 5-5 5M23 14l-4 14\"><\/path><\/svg><\/div><div class=\"role-banquier-contenu\"><h3>Understand and Modify a Project with Claude Code<\/h3><p>A developer takes over a poorly documented module. The agent identifies the entry points, prepares an explanation, and proposes a limited change. The available commands are used to verify the build. The human team checks the explanation against the code and business rules. The goal is to reduce repetitive investigation while retaining a verifiable understanding of the change.<\/p><\/div><\/div><div class=\"role-banquier-ligne\"><div class=\"role-banquier-picto\"><svg viewbox=\"0 0 48 48\" fill=\"none\" stroke=\"currentColor\" stroke-width=\"2.2\" stroke-linecap=\"round\" stroke-linejoin=\"round\" aria-hidden=\"true\"><rect x=\"5\" y=\"7\" width=\"38\" height=\"28\" rx=\"3\"><\/rect><path d=\"M18 42h12M24 35v7M5 15h38\"><\/path><rect x=\"11\" y=\"21\" width=\"10\" height=\"8\" rx=\"1\"><\/rect><path d=\"M27 22h10M27 28h7\"><\/path><\/svg><\/div><div class=\"role-banquier-contenu\"><h3>Build a Prototype with Replit Agent<\/h3><p>A business team wants to explore an internal request-tracking tool. It uses fictitious data and describes the required screens. The agent builds the application in the Replit environment. The team validates the user journeys, while a technical lead reviews access rights and maintainability before any real-world use. The expected result is a discussion prototype; publishing it does not constitute security approval.<sup style=\"font-size:11px; line-height:0;\"><a href=\"#ref5\" aria-label=\"Reference 5\" style=\"color:#a47719; text-decoration:none;\">[5]<\/a><\/sup><\/p><\/div><\/div><\/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; \">\nPros and Cons: What Users Are Saying\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Individual reviews reveal usage conditions that sales demonstrations tend to overlook: the quality of the context, changes in the environment, quotas, and manual interventions. They remain subjective and are not representative. The following testimonials are taken directly from G2; the platform\u2019s automated summaries and average ratings do not serve as proof of performance.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Ajay D., on July 8, 2026, appreciates Copilot for repetitive tasks and troubleshooting, but describes difficulties with the logic specific to his organization. Muhammed A., on August 1, 2026, highlights Cursor\u2019s integration into daily work and the limitations encountered on large projects. Suraj R., on September 28, 2026, praises the orchestration capabilities with Claude Code while noting its limitations and the cost of use. These experiences do not allow for a definitive comparison of all models or offerings.<a href=\"#source25\"><sup>[25\u201327]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The tables correlate these observations with the documented features. The usage examples remain illustrative proposals.<\/p>\n\n<h4 style=\"  margin:20px 0 12px; padding:0 0 8px; color:#171D45; font-size:19px; line-height:1.4; font-weight:700; letter-spacing:0;  \">\nGitHub Copilot\n  <span aria-hidden=\"true\" style=\"  display:block; width:36px; height:2px; margin-top:8px; background:#B18418;  \"><\/span>\n<\/h4>\n\n<div style=\"width:100%; margin:28px auto; overflow-x:auto;\">\n  <table style=\"  width:100%; min-width:760px; border-collapse:separate; border-spacing:0; font-family:Arial,sans-serif; font-size:16px; line-height:1.55; color:#26345f; border:1px solid #e0d5bd; border-radius:12px; overflow:hidden; box-shadow:0 5px 18px rgba(152,110,19,0.12); text-align:center;  \">\n\n    <thead>\n      <tr>\n         <th style=\" width:33.33%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid rgba(255,255,255,0.25); \">\n         Strengths\n       <\/th>\n\n        <th style=\" width:33.33%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid rgba(255,255,255,0.25); \">\n         Limitations\n       <\/th>\n\n        <th style=\" width:33.34%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; \">\n         Example of Use\n       <\/th> \n      <\/tr>\n    <\/thead>\n\n    <tbody>\n\n      <tr>\n         <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd; \">\n         Assistance with repetitive tasks and understanding errors.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd; \">\n         Suggestions are sometimes inaccurate or inconsistent with business logic.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-bottom:1px solid #e0d5bd; \">\n         Create a utility function and review edge cases.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; \">\n         Continuity between development and pull requests on GitHub.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; \">\n         Access and usage depend on features and the service offering.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; \">\n         Prepare a fix for a ticket submitted for review.\n       <\/td> \n      <\/tr>\n\n    <\/tbody>\n  <\/table>\n<\/div>\n\n<div style=\"  margin: 12px 0 28px; padding: 12px 16px; background: #faf7f0; border-left: 4px solid #986e13; border-radius: 6px; font-family: Arial, sans-serif; font-size: 14px; line-height: 1.6; color: #26345f;  \">\n  <strong style=\"color:#986e13;\">Sources:<\/strong>\n, individual opinion by Ajay D., and GitHub documentation.\n <span style=\"white-space: nowrap;\">\n    <a href=\"#ref25\" style=\"color:#986e13; text-decoration:none; font-weight:600;\">[25]<\/a>\n    <a href=\"#ref13\" style=\"color:#986e13; text-decoration:none; font-weight:600;\">[13]<\/a>\n    <a href=\"#ref1\" style=\"color:#986e13; text-decoration:none; font-weight:600;\">[1]<\/a>\n   \n  <\/span> \n<\/div>\n\n<h4 style=\"  margin:20px 0 12px; padding:0 0 8px; color:#171D45; font-size:19px; line-height:1.4; font-weight:700; letter-spacing:0;  \">\nCursor\n  <span aria-hidden=\"true\" style=\"  display:block; width:36px; height:2px; margin-top:8px; background:#B18418;  \"><\/span>\n<\/h4>\n\n<div style=\"width:100%; margin:28px auto; overflow-x:auto;\">\n  <table style=\"  width:100%; min-width:760px; border-collapse:separate; border-spacing:0; font-family:Arial,sans-serif; font-size:16px; line-height:1.55; color:#26345f; border:1px solid #e0d5bd; border-radius:12px; overflow:hidden; box-shadow:0 5px 18px rgba(152,110,19,0.12); text-align:center;  \">\n\n    <thead>\n      <tr>\n         <th style=\" width:33.33%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid rgba(255,255,255,0.25); \">\n         Strengths\n       <\/th>\n\n        <th style=\" width:33.33%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid rgba(255,255,255,0.25); \">\n         Limitations\n       <\/th>\n\n        <th style=\" width:33.34%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; \">\n         Example of Use\n       <\/th> \n      <\/tr>\n    <\/thead>\n\n    <tbody>\n\n      <tr>\n         <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd; \">\n         Working in the editor and editing multiple files.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd; \">\n         Dependencies are sometimes omitted; manual cleanup is still required.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-bottom:1px solid #e0d5bd; \">\n         Modify a form, its API, and the associated tests.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; \">\n         Project background that can be used in discussions.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; \">\n         Limitations of use and increased difficulty with very large repositories.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; \">\n         Investigate an error by focusing on relevant files.\n       <\/td> \n      <\/tr>\n\n    <\/tbody>\n  <\/table>\n<\/div>\n\n<div style=\"  margin: 12px 0 28px; padding: 12px 16px; background: #faf7f0; border-left: 4px solid #986e13; border-radius: 6px; font-family: Arial, sans-serif; font-size: 14px; line-height: 1.6; color: #26345f;  \">\n  <strong style=\"color:#986e13;\">Sources:<\/strong>\n, individual opinion by Muhammed A., and Cursor documentation.\n <span style=\"white-space: nowrap;\">\n    <a href=\"#ref26\" style=\"color:#986e13; text-decoration:none; font-weight:600;\">[26]<\/a>\n    <a href=\"#ref11\" style=\"color:#986e13; text-decoration:none; font-weight:600;\">[11]<\/a>\n   \n   \n  <\/span> \n<\/div>\n\n<h4 style=\"  margin:20px 0 12px; padding:0 0 8px; color:#171D45; font-size:19px; line-height:1.4; font-weight:700; letter-spacing:0;  \">\nClaude Code\n  <span aria-hidden=\"true\" style=\"  display:block; width:36px; height:2px; margin-top:8px; background:#B18418;  \"><\/span>\n<\/h4>\n\n<div style=\"width:100%; margin:28px auto; overflow-x:auto;\">\n  <table style=\"  width:100%; min-width:760px; border-collapse:separate; border-spacing:0; font-family:Arial,sans-serif; font-size:16px; line-height:1.55; color:#26345f; border:1px solid #e0d5bd; border-radius:12px; overflow:hidden; box-shadow:0 5px 18px rgba(152,110,19,0.12); text-align:center;  \">\n\n    <thead>\n      <tr>\n         <th style=\" width:33.33%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid rgba(255,255,255,0.25); \">\n         Strengths\n       <\/th>\n\n        <th style=\" width:33.33%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid rgba(255,255,255,0.25); \">\n         Limitations\n       <\/th>\n\n        <th style=\" width:33.34%; padding:16px 18px; background-color:#986e13; color:#ffffff; text-align:center; vertical-align:middle; \">\n         Example of Use\n       <\/th> \n      <\/tr>\n    <\/thead>\n\n    <tbody>\n\n      <tr>\n         <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd; \">\n         Orchestrating Tasks in the Project and Using the Terminal.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; border-bottom:1px solid #e0d5bd; \">\n         Results need to be verified despite a convincing explanation.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#ffffff; text-align:center; vertical-align:middle; border-bottom:1px solid #e0d5bd; \">\n         Prepare a correction and then perform the available checks.\n       <\/td> \n      <\/tr>\n\n      <tr>\n         <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; \">\n         Permissions for managing tools.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; border-right:1px solid #e0d5bd; \">\n         Confirmations to be addressed; long sessions that may consume the quota.\n       <\/td>\n\n        <td style=\" padding:15px 18px; background-color:#faf7f0; text-align:center; vertical-align:middle; \">\n         Allow testing in an isolated environment and review the entries.\n       <\/td> \n      <\/tr>\n\n    <\/tbody>\n  <\/table>\n<\/div>\n\n<div style=\"  margin: 12px 0 28px; padding: 12px 16px; background: #faf7f0; border-left: 4px solid #986e13; border-radius: 6px; font-family: Arial, sans-serif; font-size: 14px; line-height: 1.6; color: #26345f;  \">\n  <strong style=\"color:#986e13;\">Sources:<\/strong>\n, review by Suraj R. and Peter S., permission documentation.\n <span style=\"white-space: nowrap;\">\n    <a href=\"#ref27\" style=\"color:#986e13; text-decoration:none; font-weight:600;\">[27]<\/a>\n    <a href=\"#ref28\" style=\"color:#986e13; text-decoration:none; font-weight:600;\">[28]<\/a>\n    <a href=\"#ref17\" style=\"color:#986e13; text-decoration:none; font-weight:600;\">[17]<\/a>\n   \n  <\/span> \n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">An experimental study by METR published in July 2025 provides a distinct benchmark compared to anecdotal evidence: 16 experienced developers completed 246 tasks on repositories they were familiar with. In this context, AI tools from early 2025 increased the average execution time by 19%. This result does not apply to current products from 2026 and does not automatically extend to beginners or new projects. It does, however, illustrate why a perceived improvement must be compared with the time actually measured.<a href=\"#source18\"><sup>[18]<\/sup><\/a><\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The recurring benefit of reviews is a reduction in certain manual tasks and research. The limitation is the oversight work that remains, which is sometimes not very noticeable from the user\u2019s perspective. A team must assess preparation, development, review, correction, and integration, and then track defects after delivery. Producing more code is only useful if the software remains understandable and maintainable.<\/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; \">\nToward Augmented Software Development or Dependence on Generated Code?\n <\/h2> \n\n<\/div>\n\n<p class=\"text-justify wp-block-paragraph\">Current trends are bringing assistants, agents, and review tools closer together. Work can already be divided between preparing proposals and team validation. Access to multiple templates, background agents, and persistent specifications expand the possibilities, though they do not yet demonstrate reliable autonomy across all projects.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">In the future, a larger portion of the work may involve defining requirements and reviewing changes. This projection depends on progress in context management, verification, and cost control. The ability to successfully complete a demonstration is not enough to ensure that a staff member will be able to maintain a business application for years to come.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">Key metrics to monitor include cost per approved change, regressions after merging, code readability, and the ability to take over operations without the vendor. It will also be important to observe whether developers maintain their troubleshooting skills. The question remains: How can we delegate part of the implementation while retaining the ability to understand, explain, and evolve the software? A first guideline is to grant greater autonomy only after results have been verified in the actual process.<\/p>\n\n<p class=\"text-justify wp-block-paragraph\">The next article in the series <a href=\"https:\/\/www.aivancity.ai\/blog\/category\/outils-ia\/\"><strong>Generative AI Tools 2026<\/strong><\/a> will focus on the <strong>DOCS &amp; Q&amp;A<\/strong> category. It will examine tools for querying documents, extracting information from them, and generating summaries, with a particular focus on the reliability of responses, source traceability, data privacy, and human oversight.<\/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; \">\nTo go further\n<\/h2>\n\n <p style=\" margin: 0; max-width: 850px; color: #e8ebf5; font-size: 17px; line-height: 1.7; \">\nTo link these tools to the challenges of\n <strong style=\"color: #ffffff;\">delegation, security and skills<\/strong> ,\n Find four additional 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 : GPT-6 ASTRA -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/gpt-6-astra-what-its-agentic-capabilities-actually-change\/\" 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-based AI\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         GPT-6 Astra: What\u2019s Changing\n         AI Capable of Taking Action\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 : GESTION DES DONN\u00c9ES -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/ai-educations-blind-spot-data-management\/\" 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         Data Governance\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         The Blind Spot in AI Training:\n         Data Management\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 : EXPERT CYBERS\u00c9CURIT\u00c9 -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/when-artificial-intelligence-automates-cybersecurity-the-role-of-the-cybersecurity-expert-in-the-age-of-autonomous-systems\/\" 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         AI &#038; Business\n       <\/span>\n\n        <strong style=\" display: block; font-size: 17px; line-height: 1.5; \">\n         AI and Cybersecurity: The Evolving Role of the Cybersecurity Expert\n        \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 : META MUSE -->\n\n    <a href=\"https:\/\/aivancity.ai\/blog\/en\/muse-can-buy-book-and-negotiate-for-you-meta-moves-into-agentic-ai\/\" 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         Muse can buy, reserve, and negotiate\n         on your behalf: Meta moves toward agent-based AI\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:18px; 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 and References\n    <\/h2>\n  <\/div>\n\n  <!-- NOTE METHODOLOGIQUE -->\n  <div style=\"  margin:0 0 22px; padding:14px 18px; background:#e9edf7; border-left:4px solid #3b4b84; border-radius:8px; color:#26345f; font-size:14px; line-height:1.65;  \">\n     <strong style=\"color:#3b4b84;\">\n     Consultation: October 4, 2026.\n  <\/strong>\n    Commercial proposals describe advertised capabilities\n   and access conditions; individual opinions and the\n   experimental study have a separate status.\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;  \">\n      <strong style=\"color:#3358ff;\">[1]<\/strong>\n     GitHub. <em>Copilot Plans &#038; Pricing<\/em>.\n    <a href=\"https:\/\/github.com\/features\/copilot\/plans\" 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;  \">\n      <strong style=\"color:#007c71;\">[2]<\/strong>\n     Cursor. <em>Pricing<\/em>.\n    <a href=\"https:\/\/cursor.com\/pricing\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\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;  \">\n      <strong style=\"color:#986e13;\">[3]<\/strong>\n     Anthropic. <em>Claude Pricing<\/em>.\n    <a href=\"https:\/\/claude.com\/pricing\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\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;  \">\n      <strong style=\"color:#c2185b;\">[4]<\/strong>\n     OpenAI. <em>Pricing, ChatGPT, and Codex<\/em>.\n    <a href=\"https:\/\/learn.chatgpt.com\/docs\/pricing\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#c2185b;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\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;  \">\n      <strong style=\"color:#3b4b84;\">[5]<\/strong>\n     Replit. <em>Overview and Starter, Core, and Pro plans<\/em>.\n <a href=\"https:\/\/replit.com\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3b4b84;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\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;  \">\n      <strong style=\"color:#3358ff;\">[6]<\/strong>\n     Google. <em>Gemini Code Assist<\/em>.\n <a href=\"https:\/\/codeassist.google\/\" 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;  \">\n      <strong style=\"color:#007c71;\">[7]<\/strong>\n     Cognition. <em>Devin Desktop, FAQ on the Windsurf name change<\/em>.\n <a href=\"https:\/\/devin.ai\/desktop\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\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;  \">\n      <strong style=\"color:#986e13;\">[8]<\/strong>\n     Cognition. <em>Plans and Pricing<\/em>.\n    <a href=\"https:\/\/devin.ai\/pricing\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 9 -->\n    <p id=\"ref9\" 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;  \">\n      <strong style=\"color:#c2185b;\">[9]<\/strong>\n     JetBrains. <em>Junie: Features and Pricing<\/em>.\n    <a href=\"https:\/\/junie.jetbrains.com\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#c2185b;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 10 -->\n    <p id=\"ref10\" 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;  \">\n      <strong style=\"color:#3b4b84;\">[10]<\/strong>\n     Qodo. <em>Plans &#038; Pricing<\/em>.\n    <a href=\"https:\/\/www.qodo.ai\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3b4b84;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 11 -->\n    <p id=\"ref11\" 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;  \">\n      <strong style=\"color:#3358ff;\">[11]<\/strong>\n     Cursor. <em>Agent Overview<\/em>.\n    <a href=\"https:\/\/cursor.com\/docs\/agent\/overview\" 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 12 -->\n    <p id=\"ref12\" 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;  \">\n      <strong style=\"color:#007c71;\">[12]<\/strong>\n     Anthropic. <em>Claude Code Overview<\/em>.\n    <a href=\"https:\/\/code.claude.com\/docs\/en\/overview\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 13 -->\n    <p id=\"ref13\" 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;  \">\n      <strong style=\"color:#986e13;\">[13]<\/strong>\n     GitHub. <em>About Copilot Cloud Agent<\/em>.\n    <a href=\"https:\/\/docs.github.com\/en\/copilot\/concepts\/agents\/cloud-agent\/about-cloud-agent\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 14 -->\n    <p id=\"ref14\" 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;  \">\n      <strong style=\"color:#c2185b;\">[14]<\/strong>\n     AWS. <em>Kiro Pricing<\/em>.\n    <a href=\"https:\/\/kiro.dev\/pricing\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#c2185b;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 15 -->\n    <p id=\"ref15\" 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;  \">\n      <strong style=\"color:#3b4b84;\">[15]<\/strong>\n     AWS. <em>Kiro Specs<\/em>.\n    <a href=\"https:\/\/kiro.dev\/docs\/specs\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3b4b84;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 16 -->\n    <p id=\"ref16\" 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;  \">\n      <strong style=\"color:#3358ff;\">[16]<\/strong>\n     Cursor. <em>Cloud Agents<\/em>.\n    <a href=\"https:\/\/cursor.com\/docs\/cloud-agent\" 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 17 -->\n    <p id=\"ref17\" 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;  \">\n      <strong style=\"color:#007c71;\">[17]<\/strong>\n     Anthropic. <em>Configure permissions<\/em>.\n    <a href=\"https:\/\/code.claude.com\/docs\/en\/permissions\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">\n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 18 -->\n    <p id=\"ref18\" 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;  \">\n      <strong style=\"color:#986e13;\">[18]<\/strong>\n     METR. (July 10, 2025).\n <em>     Measuring the Impact of Early-2025 AI on Experienced Open-Source Developer Productivity<\/em>.\n <a href=\"https:\/\/metr.org\/blog\/2025-07-10-early-2025-ai-experienced-os-dev-study\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the study\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 19 -->\n    <p id=\"ref19\" 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;  \">\n      <strong style=\"color:#c2185b;\">[19]<\/strong>\n     CNIL. <em>GDPR, specifically Articles 5, 6, 28, 32, and 44 through 49<\/em>.\n <a href=\"https:\/\/www.cnil.fr\/fr\/reglement-europeen-protection-donnees\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#c2185b;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the regulation at\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 20 -->\n    <p id=\"ref20\" 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;  \">\n      <strong style=\"color:#3b4b84;\">[20]<\/strong>\n     L\u00e9gifrance.\n <em>     Intellectual Property Code, Article L112-2<\/em>.\n <a href=\"https:\/\/www.legifrance.gouv.fr\/codes\/article_lc\/LEGIARTI000006278875\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3b4b84;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the article\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 21 -->\n    <p id=\"ref21\" 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;  \">\n      <strong style=\"color:#3358ff;\">[21]<\/strong>\n     European Commission.\n <em>     AI Act: Framework and Timeline<\/em>.\n <a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/policies\/regulatory-framework-ai\" 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 22 -->\n    <p id=\"ref22\" 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;  \">\n      <strong style=\"color:#007c71;\">[22]<\/strong>\n     European Commission. (July 27, 2026).\n <em>     AI Omnibus enters into force<\/em>.\n <a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/news\/ai-omnibus-enters-force\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 23 -->\n    <p id=\"ref23\" 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;  \">\n      <strong style=\"color:#986e13;\">[23]<\/strong>\n     JetBrains. <em>Contacts and Group Headquarters<\/em>.\n <a href=\"https:\/\/www.jetbrains.com\/company\/contacts\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 24 -->\n    <p id=\"ref24\" 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;  \">\n      <strong style=\"color:#c2185b;\">[24]<\/strong>\n     Qodo. <em>About Us, Locations, and Positioning<\/em>.\n <a href=\"https:\/\/www.qodo.ai\/about\/\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#c2185b;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View source\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 25 -->\n    <p id=\"ref25\" 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;  \">\n      <strong style=\"color:#3b4b84;\">[25]<\/strong>\n     G2. Ajay D. (July 8, 2026).\n <em>     Individual review of GitHub Copilot<\/em>.\n <a href=\"https:\/\/www.g2.com\/products\/github-copilot\/reviews\/github-copilot-review-13076538\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3b4b84;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the review\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 26 -->\n    <p id=\"ref26\" 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;  \">\n      <strong style=\"color:#3358ff;\">[26]<\/strong>\n     G2. Muhammed A. (August 1, 2026).\n <em>     Individual review on Cursor<\/em>.\n <a href=\"https:\/\/www.g2.com\/products\/cursor\/reviews\/cursor-review-13195157\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#3358ff;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the review\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 27 -->\n    <p id=\"ref27\" 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;  \">\n      <strong style=\"color:#007c71;\">[27]<\/strong>\n     G2. Suraj R. (September 28, 2026).\n <em>     Individual review of Claude Code<\/em>.\n <a href=\"https:\/\/www.g2.com\/products\/anthropic-claude-code\/reviews\/claude-code-review-13646137\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#007c71;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the review\n    <\/a> \n    <\/p>\n\n    <!-- SOURCE 28 -->\n    <p id=\"ref28\" 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;  \">\n      <strong style=\"color:#986e13;\">[28]<\/strong>\n     G2. Peter S. (July 25, 2026).\n <em>     Individual review of Claude Code<\/em>.\n <a href=\"https:\/\/www.g2.com\/products\/anthropic-claude-code\/reviews\/claude-code-review-13161499\" target=\"_blank\" rel=\"noopener noreferrer\" style=\"color:#986e13;font-weight:700;text-decoration:underline;overflow-wrap:anywhere;\">    \n        View the review\n    <\/a> \n    <\/p>\n\n  <\/div>\n<\/section>\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>From autocompleting a function to preparing changes across multiple files, AI tools are automating an increasing portion of software development. GitHub Copilot, Cursor, and Claude Code illustrate three ways to work with these systems. This&#8230;<\/p>\n","protected":false},"author":7,"featured_media":661870,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"content-type":"","footnotes":""},"categories":[208],"tags":[],"class_list":["post-661873","post","type-post","status-publish","format-standard","has-post-thumbnail","category-ai-tools"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.8 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Coding: Our Selection of the Best Generative AI Tools of 2026 - 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\/coding-our-selection-of-the-best-generative-ai-tools-of-2026\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Coding: Our Selection of the Best Generative AI Tools of 2026 - aivancity blog\" \/>\n<meta property=\"og:description\" content=\"From autocompleting a function to preparing changes across multiple files, AI tools are automating an increasing portion of software development. GitHub Copilot, Cursor, and Claude Code illustrate three ways to work with these systems. 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