{"id":2304,"date":"2026-05-06T17:32:09","date_gmt":"2026-05-06T15:32:09","guid":{"rendered":"https:\/\/askem.eu\/?p=2304"},"modified":"2026-05-06T17:32:13","modified_gmt":"2026-05-06T15:32:13","slug":"sandboxes-open-source-pour-agents-ia","status":"publish","type":"post","link":"https:\/\/askem.eu\/en\/2026\/05\/06\/sandboxes-open-source-pour-agents-ia\/","title":{"rendered":"Sandboxes open source pour agents IA"},"content":{"rendered":"<h2 class=\"wp-block-heading\">Sandboxes open source pour agents IA&nbsp;: ex\u00e9cuter le code g\u00e9n\u00e9r\u00e9 sans casser la machine<\/h2>\n\n\n\n<p>Un agent IA qui \u00e9crit puis ex\u00e9cute du code, c&rsquo;est puissant&nbsp;: il peut analyser un fichier, lancer un script, appeler une API, corriger son propre r\u00e9sultat. C&rsquo;est aussi la premi\u00e8re porte d&rsquo;entr\u00e9e vers la catastrophe&nbsp;: un <code>rm -rf<\/code> bien plac\u00e9, une fuite de secrets, un appel sortant non contr\u00f4l\u00e9. La parade \u00e9prouv\u00e9e se nomme <strong>sandbox<\/strong>&nbsp;: un environnement d&rsquo;ex\u00e9cution isol\u00e9, jetable, sans acc\u00e8s au syst\u00e8me h\u00f4te, dans lequel l&rsquo;agent peut faire ses essais sans rien casser. Plusieurs briques open source permettent aujourd&rsquo;hui de b\u00e2tir cette couche d&rsquo;isolation soi-m\u00eame, sans d\u00e9pendre d&rsquo;un service propri\u00e9taire.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pourquoi sandboxer un agent IA<\/h3>\n\n\n\n<p>D\u00e8s qu&rsquo;un LLM produit du code \u00e0 ex\u00e9cuter (Python, Bash, SQL, JavaScript), trois risques apparaissent en m\u00eame temps. Premi\u00e8rement, le risque destructif&nbsp;: suppression de fichiers, \u00e9crasement de bases, modification de configuration. Deuxi\u00e8mement, le risque d&rsquo;exfiltration&nbsp;: lecture de variables d&rsquo;environnement, de tokens, de fichiers sensibles, puis envoi vers un domaine externe. Troisi\u00e8mement, le risque de saturation&nbsp;: boucle infinie, fork bomb, consommation m\u00e9moire, qui fige la machine. Un sandbox bien configur\u00e9 coupe les trois en isolant le syst\u00e8me de fichiers, le r\u00e9seau, les ressources CPU et m\u00e9moire, et la dur\u00e9e d&rsquo;ex\u00e9cution.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Les briques open source \u00e0 conna\u00eetre<\/h3>\n\n\n\n<p>C\u00f4t\u00e9 isolation forte, deux technologies dominent. <strong><a href=\"https:\/\/github.com\/firecracker-microvm\/firecracker\">Firecracker<\/a><\/strong>, microVM d\u00e9velopp\u00e9e par AWS et publi\u00e9e sous Apache 2.0, d\u00e9marre une machine virtuelle en moins de 125 ms avec une empreinte m\u00e9moire de quelques m\u00e9gaoctets&nbsp;: c&rsquo;est ce qui propulse Lambda et Fargate, et c&rsquo;est l&rsquo;isolation la plus stricte disponible aujourd&rsquo;hui. <strong><a href=\"https:\/\/gvisor.dev\">gVisor<\/a><\/strong>, runtime Google publi\u00e9 sous Apache 2.0, intercepte les appels syst\u00e8me d&rsquo;un conteneur via un noyau utilisateur \u00e9crit en Go&nbsp;: moins strict qu&rsquo;une VM mais beaucoup plus l\u00e9ger qu&rsquo;une VM classique.<\/p>\n\n\n\n<p>C\u00f4t\u00e9 plateformes pr\u00eates \u00e0 int\u00e9grer dans un agent, plusieurs projets open source apportent une API simple. <strong><a href=\"https:\/\/github.com\/superradcompany\/microsandbox\">microsandbox<\/a><\/strong> (Apache 2.0) lance des microVM Firecracker \u00e0 la demande, avec un SDK Python et Node, pens\u00e9 pour les workflows agentiques. <strong><a href=\"https:\/\/www.daytona.io\">Daytona<\/a><\/strong> (AGPL) propose des workspaces de d\u00e9veloppement isol\u00e9s, scriptables via API, utilisables comme sandbox d&rsquo;agent. <strong><a href=\"https:\/\/github.com\/nalgeon\/codapi\">Codapi<\/a><\/strong> (MIT) ex\u00e9cute des extraits de code dans des conteneurs Podman jetables, id\u00e9al pour \u00e9valuer du code avec quotas par requ\u00eate.<\/p>\n\n\n\n<p>C\u00f4t\u00e9 minimal et auto-h\u00e9berg\u00e9, on peut aussi composer une solution maison avec <strong><a href=\"https:\/\/github.com\/google\/nsjail\">nsjail<\/a><\/strong> ou <strong><a href=\"https:\/\/github.com\/containers\/bubblewrap\">bubblewrap<\/a><\/strong> (utilis\u00e9 par Flatpak), qui s&rsquo;appuient sur les namespaces Linux et seccomp pour confiner un processus en quelques lignes de configuration&nbsp;: pas de d\u00e9pendance lourde, pas de d\u00e9mon, parfait pour int\u00e9grer dans un binaire d&rsquo;agent.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Crit\u00e8res pour choisir<\/h3>\n\n\n\n<p>Le bon choix d\u00e9pend de trois variables&nbsp;: niveau de menace acceptable, latence de d\u00e9marrage tol\u00e9r\u00e9e, et volume d&rsquo;ex\u00e9cutions concurrentes. Pour des agents qui ex\u00e9cutent du code utilisateur non ma\u00eetris\u00e9 en SaaS multi-tenant, la microVM Firecracker reste la r\u00e9f\u00e9rence, au prix d&rsquo;une plomberie d&rsquo;orchestration plus lourde. Pour un agent interne qui ex\u00e9cute son propre code g\u00e9n\u00e9r\u00e9, gVisor ou un conteneur Podman avec seccomp et profil AppArmor bien serr\u00e9 couvrent l&rsquo;essentiel des risques avec une int\u00e9gration triviale. Pour des micro-\u00e9valuations \u00e0 tr\u00e8s haute fr\u00e9quence, nsjail est imbattable en latence.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ce qu&rsquo;il faut c\u00e2bler dans tous les cas<\/h3>\n\n\n\n<p>Quel que soit le moteur retenu, certains r\u00e9glages sont non-n\u00e9gociables&nbsp;: couper le r\u00e9seau sortant par d\u00e9faut (puis ouvrir explicitement les domaines autoris\u00e9s via une liste blanche), monter un syst\u00e8me de fichiers en lecture seule sauf pour un r\u00e9pertoire de travail jetable, fixer une limite m\u00e9moire et CPU stricte, imposer un timeout d&rsquo;ex\u00e9cution global, supprimer toutes les variables d&rsquo;environnement sauf celles strictement n\u00e9cessaires, et journaliser syst\u00e9matiquement l&rsquo;entr\u00e9e et la sortie de chaque ex\u00e9cution pour audit.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pour aller plus loin<\/h3>\n\n\n\n<p>Une fois la couche sandbox en place, deux compl\u00e9ments naturels&nbsp;: un proxy egress, type <strong>Squid<\/strong> ou <strong>Pomerium<\/strong>, qui filtre les appels HTTP sortants par domaine et r\u00e8gle d&rsquo;authentification, et un syst\u00e8me de policy d\u00e9claratif type <strong>Open Policy Agent<\/strong> (OPA) pour d\u00e9cider \u00e0 l&rsquo;ex\u00e9cution si une action est autoris\u00e9e selon le contexte, l&rsquo;utilisateur, l&rsquo;agent et l&rsquo;historique. L&rsquo;isolation devient alors une fonction de s\u00e9curit\u00e9 multi-couches, pas un simple enfermement de processus.<\/p>\n\n\n\n<p><em>B\u00e2tir sa propre couche sandbox, c&rsquo;est reprendre la main sur un sujet trop souvent trait\u00e9 comme une bo\u00eete noire propri\u00e9taire. Tout existe en open source, tout se compose, tout s&rsquo;audite&nbsp;: c&rsquo;est exactement la promesse que devrait tenir une infrastructure d&rsquo;agents IA digne de production.<\/em><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>#note&nbsp;: tester <a href=\"https:\/\/www.opensvc.com\">OpenSVC<\/a> dans ce contexte.<\/p>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>Sandboxes open source pour agents IA&nbsp;: ex\u00e9cuter le code g\u00e9n\u00e9r\u00e9 sans casser la machine Un agent IA qui \u00e9crit puis ex\u00e9cute du code, c&rsquo;est puissant&nbsp;: il peut analyser un fichier, lancer un script, appeler une API, corriger son propre r\u00e9sultat. C&rsquo;est aussi la premi\u00e8re porte d&rsquo;entr\u00e9e vers la catastrophe&nbsp;: un rm -rf bien plac\u00e9, une [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2305,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"ocean_post_layout":"","ocean_both_sidebars_style":"","ocean_both_sidebars_content_width":0,"ocean_both_sidebars_sidebars_width":0,"ocean_sidebar":"","ocean_second_sidebar":"","ocean_disable_margins":"enable","ocean_add_body_class":"","ocean_shortcode_before_top_bar":"","ocean_shortcode_after_top_bar":"","ocean_shortcode_before_header":"","ocean_shortcode_after_header":"","ocean_has_shortcode":"","ocean_shortcode_after_title":"","ocean_shortcode_before_footer_widgets":"","ocean_shortcode_after_footer_widgets":"","ocean_shortcode_before_footer_bottom":"","ocean_shortcode_after_footer_bottom":"","ocean_display_top_bar":"default","ocean_display_header":"default","ocean_header_style":"","ocean_center_header_left_menu":"","ocean_custom_header_template":"","ocean_custom_logo":0,"ocean_custom_retina_logo":0,"ocean_custom_logo_max_width":0,"ocean_custom_logo_tablet_max_width":0,"ocean_custom_logo_mobile_max_width":0,"ocean_custom_logo_max_height":0,"ocean_custom_logo_tablet_max_height":0,"ocean_custom_logo_mobile_max_height":0,"ocean_header_custom_menu":"","ocean_menu_typo_font_family":"","ocean_menu_typo_font_subset":"","ocean_menu_typo_font_size":0,"ocean_menu_typo_font_size_tablet":0,"ocean_menu_typo_font_size_mobile":0,"ocean_menu_typo_font_size_unit":"px","ocean_menu_typo_font_weight":"","ocean_menu_typo_font_weight_tablet":"","ocean_menu_typo_font_weight_mobile":"","ocean_menu_typo_transform":"","ocean_menu_typo_transform_tablet":"","ocean_menu_typo_transform_mobile":"","ocean_menu_typo_line_height":0,"ocean_menu_typo_line_height_tablet":0,"ocean_menu_typo_line_height_mobile":0,"ocean_menu_typo_line_height_unit":"","ocean_menu_typo_spacing":0,"ocean_menu_typo_spacing_tablet":0,"ocean_menu_typo_spacing_mobile":0,"ocean_menu_typo_spacing_unit":"","ocean_menu_link_color":"","ocean_menu_link_color_hover":"","ocean_menu_link_color_active":"","ocean_menu_link_background":"","ocean_menu_link_hover_background":"","ocean_menu_link_active_background":"","ocean_menu_social_links_bg":"","ocean_menu_social_hover_links_bg":"","ocean_menu_social_links_color":"","ocean_menu_social_hover_links_color":"","ocean_disable_title":"default","ocean_disable_heading":"default","ocean_post_title":"","ocean_post_subheading":"","ocean_post_title_style":"","ocean_post_title_background_color":"","ocean_post_title_background":0,"ocean_post_title_bg_image_position":"","ocean_post_title_bg_image_attachment":"","ocean_post_title_bg_image_repeat":"","ocean_post_title_bg_image_size":"","ocean_post_title_height":0,"ocean_post_title_bg_overlay":0.5,"ocean_post_title_bg_overlay_color":"","ocean_disable_breadcrumbs":"default","ocean_breadcrumbs_color":"","ocean_breadcrumbs_separator_color":"","ocean_breadcrumbs_links_color":"","ocean_breadcrumbs_links_hover_color":"","ocean_display_footer_widgets":"default","ocean_display_footer_bottom":"default","ocean_custom_footer_template":"","osh_disable_topbar_sticky":"default","osh_disable_header_sticky":"default","osh_sticky_header_style":"default","osh_sticky_header_effect":"","osh_custom_sticky_logo":0,"osh_custom_retina_sticky_logo":0,"osh_custom_sticky_logo_height":0,"osh_background_color":"","osh_links_color":"","osh_links_hover_color":"","osh_links_active_color":"","osh_links_bg_color":"","osh_links_hover_bg_color":"","osh_links_active_bg_color":"","osh_menu_social_links_color":"","osh_menu_social_hover_links_color":"","ocean_post_oembed":"","ocean_post_self_hosted_media":"","ocean_post_video_embed":"","ocean_link_format":"","ocean_link_format_target":"self","ocean_quote_format":"","ocean_quote_format_link":"post","ocean_gallery_link_images":"on","ocean_gallery_id":[],"footnotes":""},"categories":[16],"tags":[],"class_list":["post-2304","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","entry","has-media"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Sandboxes open source pour agents IA - askem<\/title>\n<meta name=\"description\" content=\"ASKEM BUREAU D&#039;\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. 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