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    Building Agentic AI Systems in Software Engineering

    10 min
    |
    6 sources
    |
    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

    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

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

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

    @Matt, YC alum
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    "Reading used to feel like a chore. Now it’s just part of my lifestyle."

    @Erin, Investment Banking Associate , NYC
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    "Feels effortless compared to reading. I’ve finished 6 books this month already."

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

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

    @Leo, Law Student, UPenn
    platform
    comments
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    483

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

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

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

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

    @OojasSalunke
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    "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
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    Celebrities' reading list
    Elon MuskCharlie KirkBill GatesSteve JobsAndrew HubermanJoe RoganJordan Peterson
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    Best books by Year
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    Key Takeaways

    1

    Opening & Welcome

    0:00

    **Lena:** Hey everyone, welcome back to your personalized podcast from BeFreed! I'm Lena, and I'm absolutely thrilled to dive into something that's revolutionizing how we think about software systems.

    0:11

    **Eli:** And I'm Eli! Oh man, Lena, when I saw today's topic was agentic AI and building these systems in software engineering companies, I literally got goosebumps. This is where the rubber meets the road-we're talking about AI that doesn't just respond but actually thinks, plans, and acts autonomously!

    0:30

    **Lena:** Exactly! And for everyone listening who wants to learn as much as possible about agentic AI, we're going to explore everything from the foundational architecture to real-world implementation strategies that software engineering teams are using right now.

    2

    Topic Introduction & Source Material Setup

    3

    Understanding Agentic AI Architecture

    4

    Single-Agent vs Multi-Agent Systems

    5

    Core Components and Implementation Patterns

    6

    Enterprise Implementation and Governance

    7

    Practical Applications & Listener Takeaways

    8

    Wrap-up & Closing Reflection

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