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GOTO - The Brightest Minds in Tech

GOTO
GOTO - The Brightest Minds in Tech
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309 episodes

  • GOTO - The Brightest Minds in Tech

    Learning API Styles • Lukasz Dynowski & Sam Newman

    2026-05-01 | 32 mins.
    This interview was recorded for the GOTO Book Club.
    http://gotopia.tech/bookclub

    Lukasz Dynowski - Independent Consultant & Co-Author of "Learning API Styles"
    Sam Newman - Author of "Building Microservices" & "Monolith to Microservices"

    Check out more here:
    https://gotopia.tech/episodes/436

    RESOURCES
    Lukasz
    https://github.com/ludyn-leo
    https://www.linkedin.com/in/ldynia
    https://learningapistyles.com

    Sam
    https://twitter.com/samnewman
    https://github.com/snewman
    https://www.linkedin.com/in/samnewman
    http://samnewman.io
    http://samnewman.io/blog

    Links
    https://www.youtube.com/@ldynia1
    https://www.youtube.com/playlist?list=PLRkB-vSK4koOHYIhpKXuXpipVpByEKuPu
    https://learningapistyles.com
    https://github.com/ldynia/learning-api-styles
    https://nordicapis.com/the-bezos-api-mandate-amazons-manifesto-for-externalization
    https://dl.acm.org/doi/10.1145/1176617.1176622

    DESCRIPTION
    In this GOTO Book Club episode, Sam Newman — author of "Building Microservices" — sits down with Lukasz Dynowski, co-author of "Learning API Styles", for a refreshingly low-level deep dive into a subject most developers think they already understand. The book deliberately starts from the network layer up — transmission modes, TCP, protocol stacks — rather than jumping straight to REST and GraphQL, because, as Lukasz explains, most API problems only become visible when you understand the substrate beneath them. The conversation covers the full spectrum: public vs internal APIs, the Bezos API Mandate moment, why treating your API as a product is non-negotiable, and why the choice between binary and textual protocols is never as obvious as performance benchmarks suggest.

    The real gold comes in two moments. First, Lukasz lays out a crisp checklist for what makes a good API — audience-awareness, maintainability, efficiency, intuitiveness, resilience, security, testability, and documentation that actually matches behavior. Second, Sam shares a war story about a credit derivative system where the only way to figure out who was accessing the database was to turn off the credentials and wait for angry phone calls.
    The lesson: context shapes every trade-off, there's no universal right answer between REST, gRPC, WebSockets, or messaging, and the best API decision is the one that fits your situation — not the one that fits the conference talk.

    RECOMMENDED BOOKS
    Lukasz Dynowski • Learning API Styles • https://amzn.to/3PFembK
    Sam Newman • Building Resilient Distributed Systems • https://www.oreilly.com/library/view/building-resilient-distributed/9781098163532
    Sam Newman • Monolith to Microservices • https://amzn.to/2Nml96E
    Sam Newman • Building Microservices • https://amzn.to/3dMPbOs
    Ronnie Mitra & Irakli Nadareishvili • Microservices: Up and Running• https://amzn.to/3c4HmmL
    Bluesky
    Instagram
    LinkedIn
    Facebook

    CHANNEL MEMBERSHIP BONUS
    Join this channel to get early access to videos & other perks:
    https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/join

    Looking for a unique learning experience?
    Attend the next GOTO conference near you! Get your ticket: gotopia.tech

    SUBSCRIBE TO OUR YOUTUBE CHANNEL - new videos posted daily!
  • GOTO - The Brightest Minds in Tech

    A Common-Sense Guide to AI Engineering • Jay Wengrow & Kris Jenkins

    2026-04-28 | 26 mins.
    This interview was recorded for the GOTO Book Club.
    http://gotopia.tech/bookclub

    Jay Wengrow - Author of “A Common-Sense Guide to AI Engineering” & CEO of Actualize
    Kris Jenkins - Lifelong Computer Geek and Podcast Host

    RESOURCES
    Jay
    https://x.com/jaywengrow
    https://github.com/jaywengrow
    https://www.linkedin.com/in/jaywengrow
    https://www.commonsensedev.com

    Kris
    https://bsky.app/profile/krisajenkins.bsky.social
    https://twitter.com/krisajenkins
    https://www.linkedin.com/in/krisjenkins
    https://github.com/krisajenkins
    http://blog.jenkster.com

    DESCRIPTION
    In this GOTO Book Club episode, host Kris Jenkins sits down with Jay Wengrow — founder of coding bootcamp Actualize and author of the bestselling Common-Sense Guide to Data Structures and Algorithms — to dig into his latest book, A Common-Sense Guide to AI Engineering. Jay demystifies how AI agents actually work: at heart, they're a clever hack where your code intercepts an LLM's text output, watches for special notation, and triggers real functions when it spots them. From there, the conversation expands into guardrails (regex, judge LLMs, and specialist ML models), multi-agent architectures for complex tasks, and a hands-on example of a 150-line podcast-generating app built entirely from scratch — no framework required.

    The real throughline is a pragmatic, sceptical take on the current AI tooling landscape. Jay argues that frameworks can lock you into patterns that haven't been proven yet, and that the field is too new to know which abstractions are genuinely worth having. His rule of thumb: reach for a framework only when it will do something meaningfully better than you can — not just faster. The book was deliberately written around fundamentals rather than specific tools, so it ages well even as the ecosystem moves at breakneck speed. The conclusion is refreshingly grounded: understand the LLM's inherent limitations, build the middle layer thoughtfully, and don't outsource your system prompts to anyone — or anything.

    RECOMMENDED BOOKS
    Jay Wengrow • A Common-Sense Guide to AI Engineering • https://pragprog.com/titles/jwpaieng
    Jay Wengrow • A Common-Sense Guide to Data Structures and Algorithms • https://amzn.to/4bPiTjd
    Jay Wengrow • A Common-Sense Guide to Data Structures & Algorithms in Python • https://amzn.to/3PpwtlT
    Jay Wengrow • A Common-Sense Guide to Data Structures and Algorithms in JavaScript • https://amzn.to/4dDSZBl
    Bluesky
    Instagram
    LinkedIn
    Facebook

    CHANNEL MEMBERSHIP BONUS
    Join this channel to get early access to videos & other perks:
    https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/join

    Looking for a unique learning experience?
    Attend the next GOTO conference near you! Get your ticket: gotopia.tech

    SUBSCRIBE TO OUR YOUTUBE CHANNEL - new videos posted daily!
  • GOTO - The Brightest Minds in Tech

    Beyond the Hype: What AI Actually Can (and Can't) Do • Jodie Burchell & Michelle Frost

    2026-04-24 | 29 mins.
    This interview was recorded for GOTO Unscripted.
    https://gotopia.tech

    Jodie Burchell - Senior Data Science Developer Advocate at JetBrains
    Michelle Frost - AI Advocate at JetBrains

    Check out more here:
    https://gotopia.tech/articles/431

    RESOURCES
    Jodie
    https://bsky.app/profile/t-redactyl.bsky.social
    https://fosstodon.org/@t_redactyl
    https://www.linkedin.com/in/jodieburchell
    https://github.com/t-redactyl
    https://t-redactyl.io

    Michelle
    https://bsky.app/profile/aiwithmichelle.com
    https://www.linkedin.com/in/michelle-frost-dev
    https://aiwithmichelle.com

    Links
    https://www.youtube.com/@Asianometry
    https://arxiv.org/abs/1911.01547
    https://softwareengineeringproductivity.stanford.edu

    DESCRIPTION
    Michelle Frost and Jodie Burchell - both developer advocates at JetBrains — sit down for a candid, wide-ranging conversation about the state of AI. Drawing on Jodie's unusual path from clinical psychology to biostatistics to NLP, and Michelle's background in machine learning fairness and AI ethics consulting, the two offer a measured, research-grounded perspective on generative AI's real capabilities and limitations. They trace historical parallels between today's AI boom and earlier 'AI summers,' unpack the contested definitions of AI and AGI, make the case for why foundational machine learning knowledge still matters, and examine what the evidence actually says about AI's impact on developer productivity.

    RECOMMENDED BOOKS
    Mark Coeckelbergh • AI Ethics • https://amzn.to/3SuXUbY
    Debbie Sue Jancis • AI Ethics • https://amzn.to/44yuEbR
    Alex Castrounis • AI for People and Business • https://amzn.to/3NYKKTo
    Phil Winder • Reinforcement Learning • https://amzn.to/3t1S1VZ
    Bluesky
    Instagram
    LinkedIn
    Facebook

    CHANNEL MEMBERSHIP BONUS
    Join this channel to get early access to videos & other perks:
    https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/join

    Looking for a unique learning experience?
    Attend the next GOTO conference near you! Get your ticket: gotopia.tech

    SUBSCRIBE TO OUR YOUTUBE CHANNEL - new videos posted daily!
  • GOTO - The Brightest Minds in Tech

    Kubernetes at the Edge • Charles Humble & Hannah Foxwell

    2026-04-21 | 59 mins.
    This interview was recorded for the GOTO Book Club.
    http://gotopia.tech/bookclub

    Check out more here:
    https://gotopia.tech/episodes/432

    Hannah Foxwell - Independent Consultant & Founder of "AI for the rest of us"
    Charles Humble - Freelance Techie, Podcaster, Editor, Author & Consultant

    RESOURCES
    Charles
    https://bsky.app/profile/charleshumble.bsky.social
    https://linkedin.com/in/charleshumble
    https://mastodon.social/@charleshumble
    https://conissaunce.com

    Hannah
    https://bsky.app/profile/hannahfoxwell.net
    https://medium.com/@hannahfoxwell
    https://x.com/HannahFoxwell
    https://github.com/hannahfoxwell
    https://www.linkedin.com/in/hannah-foxwell

    Links
    https://conissaunce.com/services.html
    https://www.aifortherestofus.co/newsletter
    https://conissaunce.com/music.html
    https://www.bbc.com/news/articles/cd0ynenr1eno

    DESCRIPTION
    Hannah Foxwell sits down with Charles Humble - speaker, advisor, podcast host, and author - to explore his e-book "Kubernetes at the Edge". They cover what "edge computing" actually means, why it matters across industries from precision agriculture to healthcare and retail, how to approach vendor selection and day-two operations, and why sustainability must be central to how we build and deploy technology. The conversation closes with a frank and thoughtful discussion about the responsibilities of the tech industry in the age of generative AI.

    RECOMMENDED BOOKS
    Charles Humble • Kubernetes at the Edge • https://www.conissaunce.com/kubernetes-edge-ebook
    Charles Humble • Professional Skills for Software Engineers • https://conissaunce.com/professional-skills-shortcut
    Charles Humble • The Developer's Guide to Cloud Infrastructure, Efficiency & Sustainability • https://conissaunce.com/sustainability-ebook
    Bluesky
    Instagram
    LinkedIn
    Facebook

    CHANNEL MEMBERSHIP BONUS
    Join this channel to get early access to videos & other perks:
    https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/join

    Looking for a unique learning experience?
    Attend the next GOTO conference near you! Get your ticket: gotopia.tech

    SUBSCRIBE TO OUR YOUTUBE CHANNEL - new videos posted daily!
  • GOTO - The Brightest Minds in Tech

    Every Software Org is Dysfunctional • R. Parsons, G. Hohpe, B. O'Reilly & A. Harmel-Law

    2026-04-17 | 44 mins.
    This presentation was recorded at GOTO Copenhagen 2025.
    https://gotocph.com

    Rebecca Parsons - CTO Emerita at Thoughtworks
    Gregor Hohpe - Author of "Platform Strategy", "The Software Architect Elevator", et al.
    Barry O'Reilly - Founder at Black Tulip Tech and Author of "Residues" & "The Architect's Paradox"
    Andrew Harmel-Law - Technical Principal at Thoughtworks & Author of "Facilitating Software Architecture"

    RESOURCES
    Rebecca
    https://www.linkedin.com/in/rebecca-parsons-871491
    https://twitter.com/rebeccaparsons

    Gregor
    https://twitter.com/ghohpe
    https://www.linkedin.com/in/ghohpe
    http://eaipatterns.com
    https://architectelevator.com

    Barry
    https://bsky.app/profile/technologytulip.bsky.social
    https://www.linkedin.com/in/barry-o-reilly-b924657
    https://www.blacktulip.se

    Andrew
    https://bsky.app/profile/andrewhl.bsky.social
    https://twit.social/@ahl
    https://x.com/al94781
    https://github.com/andrewharmellaw
    https://www.linkedin.com/in/andrewharmellaw
    https://andrewharmellaw.github.io

    ABSTRACT
    Speakers interview each other on topics that matter to them. [...]

    Read the full abstract here:
    https://gotocph.com/2025/sessions/3782

    RECOMMENDED BOOKS
    Ford, Parsons, Kua & Sadalage  • Building Evolutionary Architectures 2nd Edition • https://amzn.to/3lqr5Q8
    Gregor Hohpe • Platform Strategy • https://amzn.to/4cxfYdb
    Gregor Hohpe • The Software Architect Elevator • https://amzn.to/3F6d2ax
    Barry O'Reilly • Residues • https://leanpub.com/residuality
    Barry O'Reilly • The Architect's Paradox • https://leanpub.com/architectsparadox
    Andrew Harmel-Law • Facilitating Software Architecture • https://amzn.eu/d/5kZKVfU
    Bluesky
    Instagram
    LinkedIn
    Facebook

    CHANNEL MEMBERSHIP BONUS
    Join this channel to get early access to videos & other perks:
    https://www.youtube.com/channel/UCs_tLP3AiwYKwdUHpltJPuA/join

    Looking for a unique learning experience?
    Attend the next GOTO conference near you! Get your ticket: gotopia.tech

    SUBSCRIBE TO OUR YOUTUBE CHANNEL - new videos posted daily!

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About GOTO - The Brightest Minds in Tech

The GOTO podcast seeks out the brightest and boldest ideas from language creators and the world's leading experts in software development in the form of interviews and conference talks. Tune in to get the inspiration you need to bring in new technologies or gain extra evidence to support your software development plan.
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