Couverture de ArchiCraft: Solution Architecture Insights for AI Engineering

ArchiCraft: Solution Architecture Insights for AI Engineering

ArchiCraft: Solution Architecture Insights for AI Engineering

De : Dmytro Golodiuk
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ArchiCraft is a podcast about modern software and solution architecture, enterprise strategies, and the future of AI-driven engineering. Each episode is AI-generated from original blog posts by Dmytro Golodiuk, based on real-world experience and hands-on insights. Explore the full archive at https://www.golodiuk.com/news.Dmytro Golodiuk
Épisodes
  • #021 - Process on Paper vs. Process That Works
    Sep 10 2026

    Two organizations can both say "we have process" and mean completely different things. One team watches a tested, urgent fix sit in a queue behind a board that meets every other Tuesday -- nobody on it built the system, nobody carries the pager. Another team ships to production the same afternoon, governed by an availability budget and an automated canary release instead of a meeting. Same word. Opposite outcome.


    This episode digs into what actually separates the two -- and it isn't how much process either organization has. We walk through Ron Westrum's organizational typology, empirically validated by DORA's own research, which explains why the same number of review steps and sign-offs can either help or hurt depending on what they're calibrated against: control, compliance, or outcomes.


    We look at DORA's own finding that heavyweight external change-approval boards correlate with lower delivery performance, not higher -- and at Boeing's 737 MAX certification as the sharpest, highest-stakes case of a governance gate that existed on paper while the incentive structure routed real engineering signal around it.


    Then we turn to what actually works: Amazon's API mandate, Google's error budgets, Netflix's paved roads, and ThoughtWorks' architecture advice process -- all examples of the same mechanical shift, from a gate that blocks by default to a guardrail that ships by default and only interrupts on genuine risk.


    Finally, we cover the mirror-image failure: Spotify's own retrospective on its famous "squads and tribes" model, which shows that autonomy with zero shared alignment fails exactly as badly as control with zero autonomy -- just in the other direction.


    If you own an architecture review board, a design authority, or a security sign-off step, this episode gives you a concrete way to find out which failure mode you're actually in, instead of guessing.

    ---------

    Dmytro Golodiuk is a highly experienced technology professional with over 18 years in the software industry. His proficiency spans cloud computing, enterprise platforms, software development, and integration technologies, with deep expertise in the Microsoft ecosystem. Dmytro combines his technical knowledge with formal Enterprise Architecture frameworks like TOGAF and ArchiMate to deliver robust and practical solutions.


    In addition to his architectural work, Dmytro is a passionate mentor dedicated to helping others grow in their IT careers.

    https://mentor.sh/mentors/dmytro_golodiuk⁠⁠


    🟦 IF YOU'RE A MID TO SENIOR ENGINEER WHO

    Aspires to become a Solution Architect.

    Recognizes the need to develop beyond great technical skills.

    Is ready to embrace the mindset and responsibilities of an architect.


    ✅ Then I'm the mentor you're looking for. Let's work together to unlock your potential and lay the bridge to your future as a Solution Architect.

    ⁠⁠https://mentor.sh/mentors/dmytro_golodiuk⁠⁠


    ---------

    This podcast episode is an AI-narrated version of the original text-based articles from Dmytro's personal blog, which you can find at ⁠⁠⁠⁠www.golodiuk.com/news⁠⁠⁠⁠


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    19 min
  • #020 - The Architecture Leadership Framework: Purpose, Problem, Parameters, Possibilities
    Aug 21 2026

    Architecture has more than one right answer -- if there were only one possible solution to a given problem, the creative part of the job would already be over. This episode closes out the Architecture Leadership: Direction or Freedom series with a simple way to hold that conversation together: Purpose, Problem, Parameters, Possibilities.


    We open on a moment familiar to anyone who has sat through a "migration" project: the option that actually solved the problem -- retire it, change the process instead, do nothing -- was on the table the whole time, and almost didn't get considered, because by the time anyone asked the real question, a vendor had already been picked and a budget line already existed.


    The first two parts of this series named the failure modes on either side of that menu -- leadership prescribing the solution instead of the problem, and leadership disappearing so completely that nobody frames the problem at all. Both collapse the solution space to one option before anyone has actually explored it. This episode is about protecting that space.


    We walk through the four-part frame: Purpose and Problem, which leadership owns and states clearly; Parameters, the real constraints -- budget, timeline, compliance, risk appetite -- that leadership also owns, because pretending there are none isn't freedom, it's abdication; and Possibilities, the space the team owns with genuine, accountable authority to explore and decide.


    We also look at why this isn't just an architecture problem. The same leadership mistake -- handing over an answer instead of a problem -- recurs identically with engineers, product managers, and data scientists. Architecture just makes it easiest to see, because the trade-offs are auditable after the fact.


    If you lead architecture, product, or engineering decisions and want a concrete way to stop the solution space from narrowing before anyone's looked at the full menu, this episode gives you the four questions to ask before the next big decision gets made.

    ---------

    Dmytro Golodiuk is a highly experienced technology professional with over 18 years in the software industry. His proficiency spans cloud computing, enterprise platforms, software development, and integration technologies, with deep expertise in the Microsoft ecosystem. Dmytro combines his technical knowledge with formal Enterprise Architecture frameworks like TOGAF and ArchiMate to deliver robust and practical solutions.


    In addition to his architectural work, Dmytro is a passionate mentor dedicated to helping others grow in their IT careers.

    https://mentor.sh/mentors/dmytro_golodiuk⁠⁠


    🟦 IF YOU'RE A MID TO SENIOR ENGINEER WHO

    Aspires to become a Solution Architect.

    Recognizes the need to develop beyond great technical skills.

    Is ready to embrace the mindset and responsibilities of an architect.


    ✅ Then I'm the mentor you're looking for. Let's work together to unlock your potential and lay the bridge to your future as a Solution Architect.

    ⁠⁠https://mentor.sh/mentors/dmytro_golodiuk⁠⁠


    ---------

    This podcast episode is an AI-narrated version of the original text-based articles from Dmytro's personal blog, which you can find at ⁠⁠⁠⁠www.golodiuk.com/news⁠⁠⁠⁠


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    22 min
  • #019 - Decree Architecture vs. Abdication: How Leaders Break Architecture
    Aug 14 2026

    A platform lead opens a kickoff meeting with the line every architecture team thinks it wants to hear: "You have complete freedom to design this." For a few seconds the room feels good. Then the questions start -- optimize for cost or speed? Build or buy? One shared platform, or let every team pick its own stack? Nobody asked for permission to answer those questions. They asked for someone to actually decide them.

    That's the subject of this episode -- the second failure mode in a two-part series on architecture leadership. Part 1 covered leaders who prescribe a solution instead of stating a problem. This one covers the opposite mistake: leaders who pull back so far that "freedom" becomes unresolved governance, handed to the people least positioned to resolve it on their own.

    We name the pattern Architecture by Abdication -- a leader disengages from the hard trade-offs, then judges the result after the fact -- and its mirror image, Decree Architecture, where the leader picks the technology up front and expects architects to justify it afterward. The two look like opposites. They produce the same outcome: architects doing work that was never really theirs to do, without the authority that should have come with it.

    We also dig into why constraints don't suppress architectural creativity -- they define the space where it matters, and why a premature leadership mandate does more damage at enterprise scale than at the level of a single system. A solution architect optimizes one system; an enterprise architect has to check that system against every other one around it.

    The practical shift: leadership can't demand accountability from architects while refusing to participate in the trade-offs that make accountability possible. Direction and freedom aren't opposites here -- withholding both is the same failure, twice.

    ---

    Dmytro Golodiuk is a highly experienced technology professional with over 17 years in the software industry. His proficiency spans cloud computing, enterprise platforms, software development, and integration technologies, with deep expertise in the Microsoft ecosystem. Dmytro combines his technical knowledge with formal Enterprise Architecture frameworks like TOGAF and ArchiMate to deliver robust and practical solutions.


    In addition to his architectural work, Dmytro is a passionate mentor dedicated to helping others grow in their IT careers.

    https://mentor.sh/mentors/dmytro_golodiuk⁠⁠


    🟦 IF YOU'RE A MID TO SENIOR ENGINEER WHO

    Aspires to become a Solution Architect.

    Recognizes the need to develop beyond great technical skills.

    Is ready to embrace the mindset and responsibilities of an architect.


    ✅ Then I'm the mentor you're looking for. Let's work together to unlock your potential and lay the bridge to your future as a Solution Architect.

    ⁠⁠https://mentor.sh/mentors/dmytro_golodiuk⁠⁠


    ---------

    This podcast episode is an AI-narrated version of the original text-based articles from Dmytro's personal blog, which you can find at ⁠⁠⁠⁠www.golodiuk.com/news⁠⁠⁠⁠


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    18 min
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