BeFreed
    Categories>AI>L'IA passe à l'action : des milliards aux agents autonomes

    L'IA passe à l'action : des milliards aux agents autonomes

    27분
    |
    |
    2026년 3월 28일
    AITechnologyBusiness

    Face à la course aux armements entre OpenAI et Anthropic, découvrez comment les agents autonomes transforment vos workflows pour piloter vos outils.

    L'IA passe à l'action : des milliards aux agents autonomes

    L'IA passe à l'action : des milliards aux agents autonomes 베스트 인용

    “

    On passe de l'IA qui discute à l'IA qui agit : avec le 'computer use', le modèle ne se contente plus de cracher du texte, il voit votre écran et interagit avec le système d'exploitation comme un humain le ferait.

    ”

    이 오디오 레슨은 BeFreed 커뮤니티 멤버가 만들었습니다

    질문 입력

    Ai. News

    호스트 음성
    Niaplay
    Milesplay
    학습 스타일
    심층
    지식 출처
    THE AGE OF SPIRITUAL MACHINES : HOW WE WILL LIVE, WORK AND THINK IN THE NEW AGE
    A Brief History of Artificial Intelligence
    How To Create A Mind
    A Thousand Brains
    The Singularity is Nearer
    Weapons of Math Destruction

    자주 묻는 질문

    Unlike older models that only generate text, GPT-5.4 features native "computer use" which allows it to interact directly with an operating system. It "sees" the screen through rapid screenshots, identifies buttons and text fields, and simulates mouse clicks and keyboard strokes. This allows the AI to perform complex workflows across different software—like opening Excel, running formulas, and sending emails—without needing specific APIs or connectors for each application.

    In recent benchmarks like OSWorld-Verified, which tests navigation and software manipulation on a PC, GPT-5.4 achieved a score of 75%, officially surpassing the average human score of 72.4%. Additionally, in high-level multidisciplinary reasoning tests such as "Humanity's Last Exam," models like Claude Opus 4.6 are now outperforming humans and previous AI versions, demonstrating a more structured "brain" for complex legal or biochemical analysis.

    Under the European AI Act effective August 2026, AI used for recruitment or employee evaluation is classified as "High Risk," requiring strict documentation and human oversight. French labor law also dictates that any AI monitoring must be proportionate; permanent surveillance is prohibited. Furthermore, employees have a "right to an explanation," meaning employers cannot make 100% automated decisions that impact a career—a human must be able to explain the reasoning behind an AI's suggestion.

    The script emphasizes a "golden rule": never input confidential data, client files, or trade secrets into public or free versions of AI like ChatGPT or Claude. Once data is sent to these public models, the user loses control over it, which can lead to dismissal for professional misconduct. Instead, businesses should deploy "Enterprise" or "Pro" versions that offer secure, sandboxed environments compliant with data protection standards like GDPR and SOC2.

    Adaptive Thinking is a feature in models like Claude Opus 4.6 that allows the AI to scale its reasoning depth based on the complexity of the task. For simple questions, it responds quickly to save resources; for complex bugs or architecture, it "pushes" its reflection time. Similarly, GPT-5.4 uses a "Thinking" architecture that displays its reasoning plan, allowing users to correct it mid-task, which has resulted in an 18% reduction in errors and nearly 50% savings in energy and token costs.

    더 알아보기

    Learn AI agents for personal productivity
    학습 계획

    Learn AI agents for personal productivity

    As digital workloads increase, manual task management is becoming a bottleneck for high-performers. This plan is designed for professionals and creators who want to leverage autonomous AI agents to reclaim their time and automate complex workflows.

    5 h 14 m•4 섹션
    Deploy Your 24/7 AI Employee
    학습 계획

    Deploy Your 24/7 AI Employee

    In an era of information overload, leveraging autonomous AI agents is essential for maintaining peak productivity. This plan is ideal for entrepreneurs and tech-savvy professionals looking to automate their daily operations with a secure, self-improving digital employee.

    2 h•5 섹션
    The Mechanics of AI Agents
    학습 계획

    The Mechanics of AI Agents

    As AI shifts from passive tools to active collaborators, understanding their underlying mechanics is essential for developers and architects. This plan is designed for technical professionals looking to build scalable, cost-effective, and highly autonomous agentic systems.

    1 h 36 m•4 섹션
    AI agent for software development
    학습 계획

    AI agent for software development

    As software engineering shifts toward automation, mastering AI agents is becoming a critical skill for modern developers. This plan is ideal for programmers looking to transition from traditional development to building autonomous, intelligent systems using Python and neural networks.

    5 h 14 m•4 섹션
    From Chatting to Automated Workflows
    학습 계획

    From Chatting to Automated Workflows

    As AI evolves from simple chat interfaces to proactive assistants, professionals must learn to integrate these tools into existing data environments and strategic processes. This plan is ideal for business analysts, managers, and operations leads looking to automate repetitive tasks and scale their strategic output using autonomous agents.

    1 h 12 m•3 섹션
    Build and Monetize AI Agents
    학습 계획

    Build and Monetize AI Agents

    As businesses rush to integrate AI, the demand for specialized autonomous agents is skyrocketing. This plan is ideal for developers and entrepreneurs looking to bridge the gap between basic chatbots and profitable AI automation agencies.

    1 h 12 m•3 섹션
    Master AI, Build & Orchestrate Agents
    학습 계획

    Master AI, Build & Orchestrate Agents

    As AI evolves from simple chat interfaces to autonomous workflows, mastering agent orchestration is becoming a critical skill for modern developers. This plan is ideal for engineers and architects looking to transition from theory to building scalable, multi-agent systems for the enterprise.

    5 h 29 m•4 섹션
    Agentic AI Architecture and Implementation
    학습 계획

    Agentic AI Architecture and Implementation

    As businesses shift from static chatbots to autonomous systems, mastering agentic architecture has become a critical skill for AI engineers. This plan is designed for developers and architects looking to build scalable, memory-aware, and collaborative multi-agent environments for real-world applications.

    1 h 12 m•3 섹션

    샌프란시스코에서 컬럼비아 대학교 동문들이 만들었습니다

    BeFreed는 1,000,000 호기심 넘치는 글로벌 커뮤니티를 하나로 연결합니다
    웹에서 BeFreed가 어떻게 논의되고 있는지 더 보기

    "Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

    @Moemenn
    platform
    star
    star
    star
    star
    star

    "I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

    @Chloe, Solo founder, LA
    platform
    comments
    12
    likes
    117

    "Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

    @Raaaaaachelw
    platform
    star
    star
    star
    star
    star

    "Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

    @Matt, YC alum
    platform
    comments
    12
    likes
    108

    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
    platform
    comments
    254
    likes
    17

    "Feels effortless compared to reading. I’ve finished 6 books this month already."

    @djmikemoore
    platform
    star
    star
    star
    star
    star

    "BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

    @Pitiful
    platform
    comments
    96
    likes
    4.5K

    "BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

    @SofiaP
    platform
    star
    star
    star
    star
    star

    "BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

    @Jaded_Falcon
    platform
    comments
    201
    thumbsUp
    16

    "It is great for me to learn something from the book without reading it."

    @OojasSalunke
    platform
    star
    star
    star
    star
    star

    "The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

    @Leo, Law Student, UPenn
    platform
    comments
    37
    likes
    483

    "Makes me feel smarter every time before going to work"

    @Cashflowbubu
    platform
    star
    star
    star
    star
    star

    샌프란시스코에서 컬럼비아 대학교 동문들이 만들었습니다

    BeFreed는 1,000,000 호기심 넘치는 글로벌 커뮤니티를 하나로 연결합니다
    웹에서 BeFreed가 어떻게 논의되고 있는지 더 보기

    "Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

    @Moemenn
    platform
    star
    star
    star
    star
    star

    "I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

    @Chloe, Solo founder, LA
    platform
    comments
    12
    likes
    117

    "Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

    @Raaaaaachelw
    platform
    star
    star
    star
    star
    star

    "Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

    @Matt, YC alum
    platform
    comments
    12
    likes
    108

    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
    platform
    comments
    254
    likes
    17

    "Feels effortless compared to reading. I’ve finished 6 books this month already."

    @djmikemoore
    platform
    star
    star
    star
    star
    star

    "BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

    @Pitiful
    platform
    comments
    96
    likes
    4.5K

    "BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

    @SofiaP
    platform
    star
    star
    star
    star
    star

    "BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

    @Jaded_Falcon
    platform
    comments
    201
    thumbsUp
    16

    "It is great for me to learn something from the book without reading it."

    @OojasSalunke
    platform
    star
    star
    star
    star
    star

    "The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

    @Leo, Law Student, UPenn
    platform
    comments
    37
    likes
    483

    "Makes me feel smarter every time before going to work"

    @Cashflowbubu
    platform
    star
    star
    star
    star
    star

    "Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

    @Moemenn
    platform
    star
    star
    star
    star
    star

    "I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

    @Chloe, Solo founder, LA
    platform
    comments
    12
    likes
    117

    "Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

    @Raaaaaachelw
    platform
    star
    star
    star
    star
    star

    "Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

    @Matt, YC alum
    platform
    comments
    12
    likes
    108

    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
    platform
    comments
    254
    likes
    17

    "Feels effortless compared to reading. I’ve finished 6 books this month already."

    @djmikemoore
    platform
    star
    star
    star
    star
    star

    "BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

    @Pitiful
    platform
    comments
    96
    likes
    4.5K

    "BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

    @SofiaP
    platform
    star
    star
    star
    star
    star

    "BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

    @Jaded_Falcon
    platform
    comments
    201
    thumbsUp
    16

    "It is great for me to learn something from the book without reading it."

    @OojasSalunke
    platform
    star
    star
    star
    star
    star

    "The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

    @Leo, Law Student, UPenn
    platform
    comments
    37
    likes
    483

    "Makes me feel smarter every time before going to work"

    @Cashflowbubu
    platform
    star
    star
    star
    star
    star

    "Instead of endless scrolling, I just hit play on BeFreed. It saves me so much time."

    @Moemenn
    platform
    star
    star
    star
    star
    star

    "I never knew where to start with nonfiction—BeFreed’s book lists turned into podcasts gave me a clear path."

    @Chloe, Solo founder, LA
    platform
    comments
    12
    likes
    117

    "Perfect balance between learning and entertainment. Finished ‘Thinking, Fast and Slow’ on my commute this week."

    @Raaaaaachelw
    platform
    star
    star
    star
    star
    star

    "Crazy how much I learned while walking the dog. BeFreed = small habits → big gains."

    @Matt, YC alum
    platform
    comments
    12
    likes
    108

    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
    platform
    comments
    254
    likes
    17

    "Feels effortless compared to reading. I’ve finished 6 books this month already."

    @djmikemoore
    platform
    star
    star
    star
    star
    star

    "BeFreed turned my guilty doomscrolling into something that feels productive and inspiring."

    @Pitiful
    platform
    comments
    96
    likes
    4.5K

    "BeFreed turned my commute into learning time. 20-min podcasts are perfect for finishing books I never had time for."

    @SofiaP
    platform
    star
    star
    star
    star
    star

    "BeFreed replaced my podcast queue. Imagine Spotify for books — that’s it. 🙌"

    @Jaded_Falcon
    platform
    comments
    201
    thumbsUp
    16

    "It is great for me to learn something from the book without reading it."

    @OojasSalunke
    platform
    star
    star
    star
    star
    star

    "The themed book list podcasts help me connect ideas across authors—like a guided audio journey."

    @Leo, Law Student, UPenn
    platform
    comments
    37
    likes
    483

    "Makes me feel smarter every time before going to work"

    @Cashflowbubu
    platform
    star
    star
    star
    star
    star
    1.5K Ratings4.7
    지금 바로 학습 여정을 시작하세요
    BeFreed App
    BeFreed

    무엇이든 개인화된 학습

    DiscordLinkedIn
    추천 도서 요약
    Crucial ConversationsThe Perfect MarriageInto the WildNever Split the DifferenceAttachedGood to GreatSay Nothing
    인기 카테고리
    Self HelpCommunication SkillRelationshipMindfulnessPhilosophyInspirationProductivity
    유명인 추천 도서
    Elon MuskCharlie KirkBill GatesSteve JobsAndrew HubermanJoe RoganJordan Peterson
    수상작 컬렉션
    Pulitzer PrizeNational Book AwardGoodreads Choice AwardsNobel Prize in LiteratureNew York TimesCaldecott MedalNebula Award
    추천 주제
    ManagementAmerican HistoryWarTradingStoicismAnxietySex
    연도별 베스트 도서
    2025 Best Non Fiction Books2024 Best Non Fiction Books2023 Best Non Fiction Books
    추천 저자
    Chimamanda Ngozi AdichieGeorge OrwellO. J. SimpsonBarbara O'NeillWinston ChurchillCharlie Kirk
    BeFreed vs 다른 앱
    BeFreed vs. Other Book Summary AppsBeFreed vs. ElevenReaderBeFreed vs. ReadwiseBeFreed vs. Anki
    학습 도구
    Knowledge VisualizerAI Podcast Generator
    정보
    회사 소개arrow
    가격arrow
    FAQarrow
    블로그arrow
    채용arrow
    파트너십arrow
    앰배서더 프로그램arrow
    디렉토리arrow
    BeFreed
    Try now
    © 2026 BeFreed
    이용 약관개인정보 처리방침
    BeFreed

    무엇이든 개인화된 학습

    DiscordLinkedIn
    추천 도서 요약
    Crucial ConversationsThe Perfect MarriageInto the WildNever Split the DifferenceAttachedGood to GreatSay Nothing
    인기 카테고리
    Self HelpCommunication SkillRelationshipMindfulnessPhilosophyInspirationProductivity
    유명인 추천 도서
    Elon MuskCharlie KirkBill GatesSteve JobsAndrew HubermanJoe RoganJordan Peterson
    수상작 컬렉션
    Pulitzer PrizeNational Book AwardGoodreads Choice AwardsNobel Prize in LiteratureNew York TimesCaldecott MedalNebula Award
    추천 주제
    ManagementAmerican HistoryWarTradingStoicismAnxietySex
    연도별 베스트 도서
    2025 Best Non Fiction Books2024 Best Non Fiction Books2023 Best Non Fiction Books
    학습 도구
    Knowledge VisualizerAI Podcast Generator
    추천 저자
    Chimamanda Ngozi AdichieGeorge OrwellO. J. SimpsonBarbara O'NeillWinston ChurchillCharlie Kirk
    BeFreed vs 다른 앱
    BeFreed vs. Other Book Summary AppsBeFreed vs. ElevenReaderBeFreed vs. ReadwiseBeFreed vs. Anki
    정보
    회사 소개arrow
    가격arrow
    FAQarrow
    블로그arrow
    채용arrow
    파트너십arrow
    앰배서더 프로그램arrow
    디렉토리arrow
    BeFreed
    Try now
    © 2026 BeFreed
    이용 약관개인정보 처리방침

    핵심 요점

    1

    L'IA passe enfin à l'action

    0:00
    0:16
    0:35
    0:38
    0:52
    1:05
    1:21
    2

    L'ordinateur piloté comme par un humain

    1:29
    1:48
    2:15
    2:28
    2:51
    2:54
    3:19
    3:33
    4:04
    4:14
    4:41
    4:53
    3

    Le duel des titans : GPT-5.4 contre Claude Opus 4.6

    5:17
    5:30
    5:47
    5:50
    6:14
    6:18
    6:43
    6:52
    7:15
    7:18
    7:46
    7:59
    8:25
    8:28
    8:55
    4

    La fin du travail tel qu'on le connaît ?

    9:09
    9:25
    9:46
    9:50
    10:24
    10:34
    11:04
    11:13
    11:44
    4:14
    12:14
    12:17
    5

    Le cadre légal : l'Europe siffle la fin de la récré

    12:52
    13:00
    13:16
    13:22
    13:46
    13:55
    14:22
    14:29
    14:52
    14:58
    15:26
    4:14
    6

    L'IA dans l'industrie : quand les machines apprennent toutes seules

    16:01
    16:12
    16:36
    16:39
    17:06
    17:08
    17:33
    4:14
    17:56
    18:02
    18:28
    18:35
    7

    Marketing et créativité : l'IA au service de l'émotion ?

    18:59
    19:11
    19:30
    19:38
    20:00
    20:04
    20:30
    20:36
    20:57
    21:01
    8

    Sécurité et risques : la face cachée des agents

    21:39
    21:50
    22:12
    22:15
    22:39
    22:41
    23:03
    23:06
    23:32
    23:35
    9

    Guide pratique : comment ne pas se faire déborder ?

    24:09
    24:19
    24:40
    24:43
    25:05
    25:08
    25:38
    4:14
    10

    Bilan : vers une intelligence augmentée et responsable

    26:03
    26:14
    26:36
    26:39
    27:01
    27:15

    비슷한 콘텐츠

    Agentic AI: From Chatbots to Autonomous Action 책 표지
    What is Agentic AI? | Stanford HAIWhat Is Agentic AI? Complete Guide | TechTargetA Step-by-Step Guide to How to Build an AI Agent in 2025A practical guide to building agents | OpenAI
    6 sources
    Agentic AI: From Chatbots to Autonomous Action
    Stuck in a loop with reactive AI? Discover how to build agents that reason and act independently to finish complex projects while you step away.
    19 min
    Building AI agents that actually do the work 책 표지
    Keras Reinforcement Learning ProjectsAutomating Salesforce Marketing CloudChatGPT for DummiesArtificial Intelligence and Generative AI for Beginners
    19 sources
    Building AI agents that actually do the work
    Stop using LLMs as simple chatbots. Learn how to build autonomous agents that use tools and APIs to handle complex workflows and solve real problems.
    29 min
    The Rise of AI Agents 책 표지
    AI agentHow Do AI Agents Work? Architecture, Components, and Patterns | Agentic Academy8 Ways AI Agents Are Evolving in 2026 - SalesforceChoose your agentic AI architecture components  |  Cloud Architecture Center  |  Google Cloud Documentation
    6 sources
    The Rise of AI Agents
    Moving beyond basic chatbots can be confusing. Explore how agentic systems reason and act independently to help you navigate this new digital era.
    15 min
    Agentic AI: Beyond Chatbots to Digital Colleagues 책 표지
    Agentic AI Tools: Key Capabilities & 7 Tools to Know in 2025What is Agentic AI? Benefits, Risks, and Outlook - HUMAN SecurityAgentic AI Explained: Key Features, Benefits, and Real-World ImpactThe Landscape of Emerging AI Agent Architectures for Reasoning, Planning, and Tool Calling: A Survey
    6 sources
    Agentic AI: Beyond Chatbots to Digital Colleagues
    Explore how AI is evolving from responding to prompts to setting goals and taking autonomous action. Discover real applications, limitations, and what this means for your future.
    9 min
    The AI Agent Economy 책 표지
    5 Ways to Automate Your Side Hustle with AI Agents in 2026 | MarkaicodeHow I Automated My Business With 10 AI Agents — Real Setup & Numbers | Kamel DhakwaniHow This $20 Claude Cowork System Automated an Entire Business and Now Earns $6,000 a Month in 2026 - Wealthy TentHow To Build Your First AI Agent (+Free Workflow Template) – n8n Blog
    6 sources
    The AI Agent Economy
    Struggling to scale your side hustle without burning out? Learn how to move from basic prompting to autonomous agent stacks that handle the heavy lifting.
    25 min
    AI agents for scaling your business 책 표지
    The ChatGPT MillionaireAutomating Salesforce Marketing CloudSell Like CrazyWhat To Do When Machines Do Everything
    26 sources
    AI agents for scaling your business
    Stop drowning in context switching. Learn how to use OpenClaw and agentic orchestration to build a multi-agent team that scales your income sources.
    18 min
    Agentic AI: Why Chatbots Aren't Enough Anymore 책 표지
    Keras Reinforcement Learning ProjectsRebooting AISuperintelligenceImpromptu
    24 sources
    Agentic AI: Why Chatbots Aren't Enough Anymore
    Stop settling for simple chat responses. Learn how to build autonomous agent architectures using ReAct loops and multi-agent teams to get real work done.
    27 min
    Sierra and the Rise of Agentic AI 책 표지
    What To Do When Machines Do EverythingImpromptuHumanity WorksCo-Intelligence
    27 sources
    Sierra and the Rise of Agentic AI
    Explore how Sierra’s $10 billion 'constellation' model moves beyond basic chatbots to create autonomous AI agents that execute complex tasks and solve real-world business problems.
    31 min