#201 - Building Evolutionary Architectures: Automated Software Governance - Rebecca Parsons

#201 - Building Evolutionary Architectures: Automated Software Governance - Rebecca Parsons

“Evolutionary architecture became a necessity, not because anybody wanted it to be, but because you didn’t have a choice. You have to be able to change your systems to keep up with changing business and consumer expectations, let alone regulatory frameworks.”

In this episode, I have an insightful conversation with Rebecca Parsons, coauthor of Building Evolutionary Architectures and ex-CTO of ThoughtWorks, on the topic of evolutionary architecture. Rebecca shares the definition and principles of evolutionary architecture, as well as some important practices that software engineering teams can adopt to support it. Rebecca also offers her perspective on the impact of AI in software development and evolutionary architecture.


Key takeaways:

- Evolutionary architecture supports guided, incremental change across multiple dimensions.

- Fitness functions are a key tool for implementing evolutionary architecture.

- Some of the important engineering practices for evolutionary architecture include continuous delivery, evolutionary database, contract testing, and choreography over orchestration.

- AI coding assistants can help analyze and understand complex legacy systems, aiding in refactoring and modernization efforts.

- Over-reliance on AI coding assistants may hinder the development of proper abstraction and critical thinking skills, especially in junior developers.


Listen out for:

(00:02:35) Career Turning Points

(00:08:38) Why Adopt Evolutionary Architecture

(00:11:06) Evolutionary vs Rewrite

(00:13:41) Architecture Definition

(00:16:45) Evolutionary Architecture Adoption

(00:20:56) Evolutionary Architecture Definition

(00:22:32) Fitness Function

(00:26:07) Commonly Adopted Fitness Functions

(00:29:33) Principles of Evolutionary Architecture

(00:35:24) Conway’s Law & Postel’s Law

(00:39:40) Practices of Evolutionary Architecture

(00:45:41) The Impact of AI to Evolutionary Architecture

(00:48:44) The AI Worries

(00:52:32) 3 Tech Lead Wisdom

_____

Rebecca Parsons’ Bio
Dr. Rebecca Parsons is currently independent, having been Thoughtworks CTO and CTO Emerita for over 15 years. She has more years of experience than she’d like to admit in technology and large-scale software development. She recently co-authored the book Building Evolutionary Architectures with Neal Ford and Pat Kua.

Before ThoughtWorks she worked as an assistant professor of computer science at the University of Central Florida, after completing a Director’s Post Doctoral Fellowship at the Los Alamos National Laboratory. Her interests include parallel and distributed computation, programming languages, domain specific languages, evolutionary architecture, genetic algorithms, and computational science. Rebecca received a BS in Computer Science and Economics from Bradley University, and both an MS and Ph.D. in Computer Science from Rice University.


Follow Rebecca:

LinkedIn – linkedin.com/in/dr-rebecca-parsons

X – x.com/rebeccaparsons

📚 Building Evolutionary Architectures – https://www.oreilly.com/library/view/building-evolutionary-architectures/9781492097532/

_____

Our Sponsors

Enjoy an exceptional developer experience with JetBrains. Whatever programming language and technology you use, JetBrains IDEs provide the tools you need to go beyond simple code editing and excel as a developer.
Check out FREE coding software options and special offers on jetbrains.com/store/#discounts.
Make it happen. With code.


Manning Publications is a premier publisher of technical books on computer and software development topics for both experienced developers and new learners alike. Manning prides itself on being independently owned and operated, and for paving the way for innovative initiatives, such as early access book content and protection-free PDF formats that are now industry standard.
Get a 40% discount for Tech Lead Journal listeners by using the code techlead24 for all products in all formats.


Like this episode?
Show notes & transcript: techleadjournal.dev/episodes/201.
Follow @techleadjournal on LinkedIn, Twitter, and Instagram.
Buy me a coffee or become a patron.

Denne episoden er hentet fra en åpen RSS-feed og er ikke publisert av Podme. Den kan derfor inneholde annonser.

Episoder(279)

Software Engineering Laws Every Developer Must Know in the AI Era - Milan Milanovic

Software Engineering Laws Every Developer Must Know in the AI Era - Milan Milanovic

Does moving faster with AI mean you get to skip the laws that governed every software project before it? Milan Milanovic argues the opposite, the old laws of software engineering now apply twice as ha...

10 Aug 1h 1min

Signals & Levers: Systems Thinking to Navigate Software Delivery Illusions - Elisabeth Hendrickson & Joel Tosi

Signals & Levers: Systems Thinking to Navigate Software Delivery Illusions - Elisabeth Hendrickson & Joel Tosi

(04:48) Brought to you by SpeechifyAITired of text-to-speech that sounds robotic or costs too much at scale? SpeechifyAI's new Simba 3.2 model ranks #1 on Artificial Analysis for realness, priced unde...

3 Aug 1h 17min

From Technical Debt to Triple Debt: The Hidden Cost of AI-Generated Code

From Technical Debt to Triple Debt: The Hidden Cost of AI-Generated Code

Is vibe coding quietly draining the thing that makes teams effective: their shared understanding? Margaret breaks down her new “triple debt” model, and why cognitive debt might be the one nobody’s tra...

27 Jul 1h 10min

Ex-Gojek CTO: Why the Age of AI Rewards Builders as Judgment Becomes Expensive

Ex-Gojek CTO: Why the Age of AI Rewards Builders as Judgment Becomes Expensive

If expertise is becoming almost free, why is judgment becoming the most expensive skill in tech? Ajey Gore, former Gojek CTO, explains why the age of AI agents rewards builders over typists.In this ep...

13 Jul 1h 22min

The AI Productivity Paradox: Why 10X Output Doesn't Mean 10X Business Outcome

The AI Productivity Paradox: Why 10X Output Doesn't Mean 10X Business Outcome

What if optimizing for AI output is actually slowing your company down? When code becomes nearly free to produce, the organizations still measuring productivity by output are solving the wrong problem...

29 Jun 1h 5min

The Hidden Stories Sabotaging Your Culture Change

The Hidden Stories Sabotaging Your Culture Change

Why do 70% of change efforts fail — even when leadership is fully committed? The answer isn’t strategy or resources; it’s the hidden stories people unknowingly carry that silently block every initiati...

15 Jun 1h 8min

Creator of Meta's Hack: Your AI Will Always Cheat — Here's How to Stop It

Creator of Meta's Hack: Your AI Will Always Cheat — Here's How to Stop It

What if your AI coding agent is quietly cheating on your tests — and how do you stop it? Julien Verlaguet, who built the type system Meta used to migrate tens of millions of PHP lines, is now building...

8 Jun 1h 18min

Eric Ries: Why Good Tech Companies Go Bad, and How to Stop It

Eric Ries: Why Good Tech Companies Go Bad, and How to Stop It

Why do companies with the best intentions end up betraying their customers, employees, and mission? Eric Ries calls it “financial gravity” — an invisible force that pulls even the most principled comp...

1 Jun 1h

Populært innen Teknologi

lydartikler-fra-aftenposten
teknisk-sett
shifter
elektropodden
rss-ai-forklart
tomprat-med-gunnar-tjomlid
rss-ki-praten
hans-petter-og-co
pedagogisk-intelligens
rss-alt-som-gar-pa-strom
smart-forklart
fornybaren
rss-polypod
rss-bouvet-bobler
nasjonal-sikkerhetsmyndighet-nsm
rss-fish-ships
energi-og-klima
rss-fisketimen
kortslutning
rss-kunstig-intelligens-med-elisabeth-maren-og-morten