BeFreed
    Categories>AI>Building Agentic AI Systems in Software Engineering

    Building Agentic AI Systems in Software Engineering

    10 min
    |
    |
    Oct 29, 2025
    AITechnologyScience

    Deep dive into revolutionary AI that thinks, plans, and acts autonomously. Learn practical architectures, implementation patterns, and governance frameworks for building intelligent systems in software companies.

    Building Agentic AI Systems in Software Engineering

    Best quote from Building Agentic AI Systems in Software Engineering

    “

    The future belongs to organizations that master governance-enabled autonomy, not ungoverned automation. Success isn't about rushing to full autonomy—it's about building systematic capabilities that balance innovation with responsibility.

    ”

    This audio lesson was created by a BeFreed community member

    Input question

    I want learn as much as possible about agentic ai. How to build agentic systems in software engineering company.

    Host voices
    Lenaplay
    Eliplay
    Knowledge sources
    Agentic AI Architecture: Types, Components & Best Practices
    link
    https://www.exabeam.com/explainers/agentic-ai/agentic-ai-architecture-types-components-best-practices/
    Agentic AI Architectures And Design Patterns | by Anil Jain - Medium
    link
    https://medium.com/@anil.jain.baba/agentic-ai-architectures-and-design-patterns-288ac589179a
    Key components of a data-driven agentic AI application - AWS
    link
    https://aws.amazon.com/blogs/database/key-components-of-a-data-driven-agentic-ai-application/
    Agentic AI Architecture Framework for Enterprises
    link
    https://www.infoq.com/articles/agentic-ai-architecture-framework/
    The Business Case for AI
    Keras Reinforcement Learning Projects

    Discover more

    Agentic AI & Thinking in Systems

    Agentic AI & Thinking in Systems

    LEARNING PLAN

    Agentic AI & Thinking in Systems

    As AI transitions from passive tools to active participants, understanding the intersection of systems thinking and agentic autonomy is critical for modern leaders. This plan is designed for technologists and strategists who want to move beyond simple prompts to orchestrate complex, multi-agent ecosystems.

    3 h 25 m•4 Sections
    To build a new ai acitecture

    To build a new ai acitecture

    LEARNING PLAN

    To build a new ai acitecture

    This curriculum is essential for engineers and researchers aiming to move beyond pre-built models to architecting original AI systems. It provides the technical depth required to design scalable, agentic, and transformer-based solutions for the next generation of intelligent software.

    3 h 19 m•4 Sections
    AI agent for software development

    AI agent for software development

    LEARNING PLAN

    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.

    3 h 9 m•4 Sections
    Learn AI and expand systems knowledge

    Learn AI and expand systems knowledge

    LEARNING PLAN

    Learn AI and expand systems knowledge

    This plan bridges the gap between theoretical AI and production-level systems engineering. It is ideal for software engineers or data scientists looking to architect and deploy scalable, AI-driven applications in real-world environments.

    3 h 12 m•4 Sections
    Understand creating prompts for AI

    Understand creating prompts for AI

    LEARNING PLAN

    Understand creating prompts for AI

    As AI becomes a core workplace tool, the ability to direct these systems effectively is a critical competitive advantage. This plan is designed for professionals and creators looking to transition from basic chat interactions to building sophisticated, autonomous AI workflows.

    3 h 37 m•4 Sections
    AI Research, Open Source & Agent Dev

    AI Research, Open Source & Agent Dev

    LEARNING PLAN

    AI Research, Open Source & Agent Dev

    As the industry shifts toward autonomous systems, mastering the intersection of research and open-source engineering is critical. This plan is ideal for developers and researchers aiming to build sophisticated, collaborative AI agents while staying at the forefront of emerging technologies.

    3 h 11 m•4 Sections
    Learn more about AI

    Learn more about AI

    LEARNING PLAN

    Learn more about AI

    As artificial intelligence reshapes every industry, understanding its technical and ethical foundations is no longer optional. This plan is ideal for professionals and students who want to move beyond the buzzwords to build actual systems while navigating the future of human-AI collaboration.

    2 h 44 m•4 Sections
    Mastering Complex Systems & AI Alignment

    Mastering Complex Systems & AI Alignment

    LEARNING PLAN

    Mastering Complex Systems & AI Alignment

    As AI capabilities accelerate, understanding the intersection of complexity theory and safety is critical for responsible innovation. This plan is designed for engineers, researchers, and strategists who want to master the mechanics of emergence to solve the AI alignment problem.

    3 h 28 m•5 Sections

    From Columbia University alumni built in San Francisco

    BeFreed Brings Together A Global Community Of 1,000,000 Curious Minds
    See more on how BeFreed is discussed across the web

    "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

    From Columbia University alumni built in San Francisco

    BeFreed Brings Together A Global Community Of 1,000,000 Curious Minds
    See more on how BeFreed is discussed across the web

    "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
    Start your learning journey, now
    BeFreed App
    BeFreed

    Learn Anything, Personalized

    DiscordLinkedIn
    Featured book summaries
    Crucial ConversationsThe Perfect MarriageInto the WildNever Split the DifferenceAttachedGood to GreatSay Nothing
    Trending categories
    Self HelpCommunication SkillRelationshipMindfulnessPhilosophyInspirationProductivity
    Celebrities' reading list
    Elon MuskCharlie KirkBill GatesSteve JobsAndrew HubermanJoe RoganJordan Peterson
    Award winning collection
    Pulitzer PrizeNational Book AwardGoodreads Choice AwardsNobel Prize in LiteratureNew York TimesCaldecott MedalNebula Award
    Featured Topics
    ManagementAmerican HistoryWarTradingStoicismAnxietySex
    Best books by Year
    2025 Best Non Fiction Books2024 Best Non Fiction Books2023 Best Non Fiction Books
    Featured authors
    Chimamanda Ngozi AdichieGeorge OrwellO. J. SimpsonBarbara O'NeillWinston ChurchillCharlie Kirk
    BeFreed vs other apps
    BeFreed vs. Other Book Summary AppsBeFreed vs. ElevenReaderBeFreed vs. ReadwiseBeFreed vs. Anki
    Learning tools
    Knowledge VisualizerAI Podcast Generator
    Information
    About Usarrow
    Pricingarrow
    FAQarrow
    Blogarrow
    Careerarrow
    Partnershipsarrow
    Ambassador Programarrow
    Directoryarrow
    BeFreed
    Try now
    © 2026 BeFreed
    Term of UsePrivacy Policy
    BeFreed

    Learn Anything, Personalized

    DiscordLinkedIn
    Featured book summaries
    Crucial ConversationsThe Perfect MarriageInto the WildNever Split the DifferenceAttachedGood to GreatSay Nothing
    Trending categories
    Self HelpCommunication SkillRelationshipMindfulnessPhilosophyInspirationProductivity
    Celebrities' reading list
    Elon MuskCharlie KirkBill GatesSteve JobsAndrew HubermanJoe RoganJordan Peterson
    Award winning collection
    Pulitzer PrizeNational Book AwardGoodreads Choice AwardsNobel Prize in LiteratureNew York TimesCaldecott MedalNebula Award
    Featured Topics
    ManagementAmerican HistoryWarTradingStoicismAnxietySex
    Best books by Year
    2025 Best Non Fiction Books2024 Best Non Fiction Books2023 Best Non Fiction Books
    Learning tools
    Knowledge VisualizerAI Podcast Generator
    Featured authors
    Chimamanda Ngozi AdichieGeorge OrwellO. J. SimpsonBarbara O'NeillWinston ChurchillCharlie Kirk
    BeFreed vs other apps
    BeFreed vs. Other Book Summary AppsBeFreed vs. ElevenReaderBeFreed vs. ReadwiseBeFreed vs. Anki
    Information
    About Usarrow
    Pricingarrow
    FAQarrow
    Blogarrow
    Careerarrow
    Partnershipsarrow
    Ambassador Programarrow
    Directoryarrow
    BeFreed
    Try now
    © 2026 BeFreed
    Term of UsePrivacy Policy

    Part of a Learning Plan

    AI agent for software development

    AI agent for software development

    LEARNING PLAN

    AI agent for software development

    3 h 9 m•4 Episodes
    Cli agents

    Cli agents

    LEARNING PLAN

    Cli agents

    3 h 10 m•4 Episodes
    AI PM: Fund & Build Projects

    AI PM: Fund & Build Projects

    LEARNING PLAN

    AI PM: Fund & Build Projects

    2 h 42 m•4 Episodes
    Lead AI-Human Design on X

    Lead AI-Human Design on X

    LEARNING PLAN

    Lead AI-Human Design on X

    2 h 2 m•4 Episodes
    Become pro AI architect

    Become pro AI architect

    LEARNING PLAN

    Become pro AI architect

    2 h 19 m•4 Episodes
    Master AI automation & Python

    Master AI automation & Python

    LEARNING PLAN

    Master AI automation & Python

    1 h 39 m•4 Episodes

    Key Takeaways

    1

    Opening & Welcome

    0:00
    0:11
    0:30
    2

    Topic Introduction & Source Material Setup

    0:46
    0:59
    1:20
    1:36
    3

    Understanding Agentic AI Architecture

    1:52
    1:59
    2:17
    2:33
    2:48
    3:00
    3:14
    4

    Single-Agent vs Multi-Agent Systems

    3:27
    3:39
    3:56
    3:59
    4:17
    4:27
    4:45
    5

    Core Components and Implementation Patterns

    4:58
    5:09
    5:22
    3:59
    5:54
    6:08
    6

    Enterprise Implementation and Governance

    6:22
    6:35
    6:49
    7:00
    7:16
    7:30
    7

    Practical Applications & Listener Takeaways

    7:48
    7:55
    8:10
    8:22
    8:36
    8:49
    9:02
    8

    Wrap-up & Closing Reflection

    9:18
    9:25
    9:44
    9:59
    10:15
    10:29
    10:44

    More like this

    Architecting Intelligent Data Agents book cover
    Keras Reinforcement Learning ProjectsRebooting AIWhat Is ChatGPT Doing ... and Why Does It Work?How to Stay Smart in a Smart World
    19 sources
    Architecting Intelligent Data Agents
    Discover how to design agentic AI systems that transform data analysis through autonomous workflows, reflection capabilities, and multi-agent collaboration—essential knowledge for building powerful analytical systems.
    29 min
    Agentic AI: Beyond Chatbots to Digital Colleagues book cover
    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
    Beyond the Black Box: AI System Design Thinking book cover
    Designing Data-Intensive ApplicationsArchitecting for ScaleBuilding Secure and Reliable SystemsBuilding Microservices
    23 sources
    Beyond the Black Box: AI System Design Thinking
    Move past model obsession to master the orchestration, streaming, and agentic layers of AI. Learn how a systems-first mindset bridges the gap between human empathy and scalable architecture.
    29 min
    The AI Revolution: Beyond Automation to Partnership book cover
    McKinsey technology trends outlook 2025Gartner's Top 10 Strategic Technology Trends for 2025These 25 Technology Trends Will Define The Next Decadesource 4
    6 sources
    The AI Revolution: Beyond Automation to Partnership
    Explore how Agentic AI and emerging tech trends are creating the most dramatic transformation in human history. From vaporized industries to human-AI collaboration, discover what's reshaping our world right now.
    8 min
    Agentic AI: Why Chatbots Aren't Enough Anymore book cover
    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
    Agentic AI: Your Legal Team's Autonomous Assistant book cover
    ChatGPT For DummiesKeras Reinforcement Learning ProjectsStrengths Finder 2.0What To Do When Machines Do Everything
    26 sources
    Agentic AI: Your Legal Team's Autonomous Assistant
    Discover how agentic AI can autonomously handle complex legal workflows—from client intake to contract management—allowing your lean legal team to focus on strategic work while AI manages routine operations 24/7.
    32 min
    Understanding Artificial Intelligence book cover
    Understanding Artificial Intelligence
    Nicolas Sabouret
    Demystify AI through engaging storytelling and illustrations, exploring its workings, limitations, and future potential for curious minds.
    9 min
    Artificial Intelligence and Machine Learning for Business book cover
    Artificial Intelligence and Machine Learning for Business
    Steven Finlay
    Practical guide to AI and ML in business, cutting through hype and jargon.
    9 min