{"id":2415,"date":"2026-07-17T13:08:53","date_gmt":"2026-07-17T11:08:53","guid":{"rendered":"https:\/\/askem.eu\/?p=2415"},"modified":"2026-07-17T13:08:57","modified_gmt":"2026-07-17T11:08:57","slug":"agno-le-framework-python-dagents-ia-multimodaux-qui-demarre-instantanement","status":"publish","type":"post","link":"https:\/\/askem.eu\/en\/2026\/07\/17\/agno-le-framework-python-dagents-ia-multimodaux-qui-demarre-instantanement\/","title":{"rendered":"Agno, le framework Python d&rsquo;agents IA multimodaux qui d\u00e9marre instantan\u00e9ment"},"content":{"rendered":"<h2 class=\"wp-block-heading\">Agno, le framework Python d&rsquo;agents IA multimodaux qui d\u00e9marre instantan\u00e9ment<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Construire un agent IA en production reste un compromis entre puissance, vitesse d&rsquo;instanciation et empreinte m\u00e9moire. Les frameworks historiques comme LangChain offrent beaucoup, mais facturent ce confort en latence et en couches d&rsquo;abstraction parfois lourdes. <strong><a href=\"https:\/\/github.com\/agno-agi\/agno\">Agno<\/a><\/strong>, l&rsquo;\u00e9volution du projet <em>Phidata<\/em>, prend le contre-pied&nbsp;: un agent s&rsquo;instancie en quelques microsecondes, consomme une fraction de la m\u00e9moire des concurrents, et reste pleinement multimodal de bout en bout. Le projet est en pleine ascension dans la communaut\u00e9 open source agents IA, et m\u00e9rite d&rsquo;\u00eatre regard\u00e9 de pr\u00e8s pour toute architecture qui pr\u00e9voit de servir plusieurs agents en parall\u00e8le.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Le positionnement d&rsquo;Agno<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agno se pr\u00e9sente comme un <em>framework lean<\/em> pour construire des agents et des \u00e9quipes d&rsquo;agents en Python. Il ne cherche pas \u00e0 reproduire l&rsquo;\u00e9cosyst\u00e8me tentaculaire de LangChain. Il vise trois propri\u00e9t\u00e9s tr\u00e8s op\u00e9rationnelles&nbsp;: instanciation quasi instantan\u00e9e, multimodalit\u00e9 native, et ind\u00e9pendance vis-\u00e0-vis du mod\u00e8le sous-jacent. Le code est sous licence Mozilla Public License 2.0, h\u00e9berg\u00e9 sur GitHub par la soci\u00e9t\u00e9 Agno AGI, et compte plusieurs dizaines de milliers d&rsquo;\u00e9toiles. Les benchmarks publi\u00e9s par l&rsquo;\u00e9quipe annoncent une instanciation d&rsquo;agent de l&rsquo;ordre de quelques microsecondes et une empreinte m\u00e9moire inf\u00e9rieure \u00e0 6,5 Kio par agent, soit plusieurs ordres de grandeur sous LangGraph ou CrewAI pour la m\u00eame charge fonctionnelle.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ce qu&rsquo;on construit avec Agno<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Le framework est organis\u00e9 en cinq niveaux qui se composent naturellement.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Niveau 1&nbsp;: Agent avec outils.<\/strong> Un LLM, une liste d&rsquo;outils Python d\u00e9cor\u00e9s, on lance et l&rsquo;agent d\u00e9cide quand appeler quoi.<\/li>\n\n\n\n<li><strong>Niveau 2&nbsp;: Agent avec connaissance.<\/strong> On y branche une base vectorielle, par exemple Qdrant ou pgvector, et l&rsquo;agent fait du RAG \u00e0 la demande.<\/li>\n\n\n\n<li><strong>Niveau 3&nbsp;: Agent avec m\u00e9moire et \u00e9tat.<\/strong> M\u00e9moire conversationnelle, m\u00e9moire long terme, \u00e9tat m\u00e9tier persistant, sans d\u00e9pendre d&rsquo;un service externe comme Mem0 ou Letta (mais possible).<\/li>\n\n\n\n<li><strong>Niveau 4&nbsp;: \u00c9quipe d&rsquo;agents.<\/strong> Plusieurs agents collaborent via routage, d\u00e9l\u00e9gation ou consensus, avec une logique plus l\u00e9g\u00e8re que CrewAI ou LangGraph.<\/li>\n\n\n\n<li><strong>Niveau 5&nbsp;: Workflows agentiques.<\/strong> \u00c9tapes typ\u00e9es, branchements conditionnels, contr\u00f4le de flux et reprise, pour quitter le mode chat libre et entrer dans du process m\u00e9tier.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">Multimodalit\u00e9 par d\u00e9faut<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">L\u00e0 o\u00f9 la plupart des frameworks restent centr\u00e9s texte, Agno traite texte, image, audio et vid\u00e9o comme des entr\u00e9es et sorties de premier ordre. Un m\u00eame agent peut analyser une image envoy\u00e9e par un utilisateur, transcrire un fichier audio via Faster Whisper, g\u00e9n\u00e9rer une r\u00e9ponse \u00e9crite, puis produire une synth\u00e8se vocale via Piper. Tout cela sans plomberie sp\u00e9cifique&nbsp;: les modalit\u00e9s sont des objets natifs du framework, ce qui simplifie nettement la construction d&rsquo;agents vocaux ou d&rsquo;assistants visuels.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ind\u00e9pendance vis-\u00e0-vis du mod\u00e8le<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agno supporte plus d&rsquo;une trentaine de fournisseurs de mod\u00e8les, y compris les voies open source qui int\u00e9ressent une stack auto-h\u00e9berg\u00e9e&nbsp;:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/askem.eu\/en\/2026\/03\/29\/ollama-executer-des-llm-en-local\/\" data-type=\"post\" data-id=\"2141\">Ollama<\/a> pour des mod\u00e8les locaux l\u00e9gers, id\u00e9al pour les phases POC ou les usages confidentiels.<\/li>\n\n\n\n<li><a href=\"https:\/\/askem.eu\/en\/2026\/04\/07\/vllm-servir-des-llm-a-haute-performance-en-production\/\" data-type=\"post\" data-id=\"2198\">vLLM<\/a> et <a href=\"https:\/\/askem.eu\/en\/2026\/05\/21\/sglang-servir-des-llm-open-source\/\" data-type=\"post\" data-id=\"2344\">SGLang<\/a> pour servir des mod\u00e8les \u00e0 plus haut d\u00e9bit, en production.<\/li>\n\n\n\n<li><a href=\"https:\/\/askem.eu\/en\/2026\/04\/08\/litellm-un-proxy-unifie-pour-router-ses-requetes-llm-entre-ollama-vllm-et-le-cloud\/\" data-type=\"post\" data-id=\"2206\">LiteLLM<\/a> comme proxy unifi\u00e9 devant un parc h\u00e9t\u00e9rog\u00e8ne de mod\u00e8les, ce qui se marie bien avec un mandat d&rsquo;ind\u00e9pendance technologique.<\/li>\n\n\n\n<li>Les fournisseurs cloud usuels (Anthropic, OpenAI, Mistral, etc.) pour les t\u00e2ches qui exigent les plus grands mod\u00e8les.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Le changement de mod\u00e8le est trivial&nbsp;: on remplace l&rsquo;objet <code>Model<\/code> pass\u00e9 \u00e0 l&rsquo;agent, le reste du code ne bouge pas. C&rsquo;est pr\u00e9cieux pour comparer un mod\u00e8le local et un mod\u00e8le cloud sur une m\u00eame t\u00e2che, ou pour basculer entre environnements de d\u00e9veloppement et de production.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Reasoning, tools et MCP<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agno expose plusieurs modes de raisonnement&nbsp;: chain-of-thought, ReAct, et un mode \u00ab\u00a0reasoning tools\u00a0\u00bb qui pousse l&rsquo;agent \u00e0 formaliser ses \u00e9tapes interm\u00e9diaires avant d&rsquo;agir. C\u00f4t\u00e9 outils, on peut soit d\u00e9corer une fonction Python, soit brancher un serveur Model Context Protocol, ce qui ouvre l&rsquo;acc\u00e8s \u00e0 tout l&rsquo;\u00e9cosyst\u00e8me MCP \u00e9mergent&nbsp;: outils internes expos\u00e9s via FastMCP, connecteurs tiers, acc\u00e8s filesystem, etc. Cette double porte (Python natif et MCP) limite le verrouillage.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">AgentOS pour la mise en production<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Au-del\u00e0 du framework, Agno propose <strong>AgentOS<\/strong>, un environnement de d\u00e9ploiement et d&rsquo;orchestration d&rsquo;agents&nbsp;: API REST automatique, interface web pour discuter avec ses agents, suivi des sessions, persistance, monitoring. C&rsquo;est pratique pour livrer un agent \u00e0 un client sans tout r\u00e9inventer c\u00f4t\u00e9 infrastructure. AgentOS reste un compl\u00e9ment optionnel, on peut toujours d\u00e9ployer un agent Agno comme simple application FastAPI.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Quand choisir Agno<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agno est particuli\u00e8rement pertinent dans plusieurs cas&nbsp;:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Quand on doit servir <em>beaucoup<\/em> d&rsquo;agents en parall\u00e8le et que la latence d&rsquo;instanciation devient un co\u00fbt visible.<\/li>\n\n\n\n<li>Quand la solution doit rester multimodale (vocal, vision, audio) sans empiler des couches d&rsquo;int\u00e9gration.<\/li>\n\n\n\n<li>Quand on cherche un framework moderne, plus l\u00e9ger que LangGraph, plus complet que Smolagents, et orient\u00e9 production.<\/li>\n\n\n\n<li>Quand on construit une stack open source o\u00f9 l&rsquo;ind\u00e9pendance vis-\u00e0-vis du mod\u00e8le est une exigence strat\u00e9gique.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u00c0 l&rsquo;inverse, sur des workflows tr\u00e8s long terme avec retry, reprise sur incident et signaux humains, <a href=\"https:\/\/askem.eu\/en\/2026\/05\/05\/temporal-orchestration-dagents-ia\/\" data-type=\"post\" data-id=\"2297\">Temporal<\/a> reste le bon choix d&rsquo;orchestrateur. Agno se compl\u00e8te tr\u00e8s bien avec Temporal c\u00f4t\u00e9 workflow, avec <a href=\"https:\/\/askem.eu\/en\/2026\/04\/02\/langfuse-observer-et-evaluer-ses-pipelines-llm-open-source-en-production\/\" data-type=\"post\" data-id=\"2162\">Langfuse<\/a> c\u00f4t\u00e9 observabilit\u00e9, et avec <a href=\"https:\/\/askem.eu\/en\/2026\/04\/01\/qdrant-base-vectorielle-open-source-pour-le-rag-et-la-recherche-semantique\/\" data-type=\"post\" data-id=\"2159\">Qdrant<\/a> ou pgvector c\u00f4t\u00e9 connaissance.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Pour commencer<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Installation et premier agent en quatre lignes&nbsp;:<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>pip install agno openai\n\nfrom agno.agent import Agent\nfrom agno.models.ollama import Ollama\n\nagent = Agent(model=Ollama(id=\"qwen2.5:7b\"))\nagent.print_response(\"Explique-moi DCAT en une phrase.\")<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">Pour un projet s\u00e9rieux&nbsp;: <a href=\"https:\/\/docs.agno.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">docs.agno.com<\/a>, le d\u00e9p\u00f4t GitHub <em>agno-agi\/agno<\/em>, et la liste de \u00ab\u00a0cookbook\u00a0\u00bb qui couvre RAG, \u00e9quipes d&rsquo;agents, agents vocaux et int\u00e9grations courantes.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">En r\u00e9sum\u00e9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agno n&rsquo;est pas un n-i\u00e8me wrapper autour de LangChain. C&rsquo;est une remise \u00e0 plat du concept d&rsquo;agent IA en Python, taill\u00e9e pour la production, multimodale par d\u00e9faut, ind\u00e9pendante du mod\u00e8le, et \u00e9tonnamment l\u00e9g\u00e8re. Pour une stack open source qui place agents, RAG et modalit\u00e9s vocales au m\u00eame niveau de citoyennet\u00e9, c&rsquo;est aujourd&rsquo;hui une des options les plus cr\u00e9dibles, et probablement l&rsquo;une des plus durables.<\/p>","protected":false},"excerpt":{"rendered":"<p>Agno, le framework Python d&rsquo;agents IA multimodaux qui d\u00e9marre instantan\u00e9ment Construire un agent IA en production reste un compromis entre puissance, vitesse d&rsquo;instanciation et empreinte m\u00e9moire. Les frameworks historiques comme LangChain offrent beaucoup, mais facturent ce confort en latence et en couches d&rsquo;abstraction parfois lourdes. Agno, l&rsquo;\u00e9volution du projet Phidata, prend le contre-pied&nbsp;: un agent [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":2416,"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":[1],"tags":[],"class_list":["post-2415","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-non-classe","entry","has-media"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Agno, le framework Python d&#039;agents IA multimodaux qui d\u00e9marre instantan\u00e9ment - askem<\/title>\n<meta name=\"description\" content=\"ASKEM BUREAU D&#039;\u00c9TUDES ET DE FORMATION NUM\u00c9RIQUE. 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