An overview of how the InfoQ editorial team sees the Software Architecture and Design topic evolving in 2021, with a focus on what architects are designing for today.

Read a transcript of this interview:  https://bit.ly/3uQX9fD

Subscribe to our newsletters:
- The InfoQ weekly newsletter: bit.ly/24x3IVq
- The Software Architects’ Newsletter [monthly]: www.infoq.com/software-architects-newsletter/

Upcoming Virtual Events - https://events.infoq.com/

InfoQ Live: https://live.infoq.com/
- June 22, 2021
- July 20, 2021

QCon Plus: https://plus.qconferences.com/
- May 17-28, 2021

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InfoQ Podcast

Transcript

Software Architecture and Design InfoQ Trends Report—April 2021

This episode of the InfoQ podcast is the API Showdown, recorded during QCon Plus in November 2021. What is the single best API technology you should always use? Thomas Betts moderated the discussion, with the goal to understand some of the high-level features and capabilities of three popular technologies for implementing APIs. The discussion covers some of the pros and cons of GraphQL and gRPC, and why you might use them instead of a RESTful API.

Read a transcript of this interview: https://bit.ly/327JNmD

Subscribe to our newsletters:
- The InfoQ weekly newsletter: www.infoq.com/news/InfoQ-Newsletter/
- The Software Architects’ Newsletter [monthly]: www.infoq.com/software-architects-newsletter/

Upcoming Virtual Events - events.infoq.com/

QCon London:
https://qconlondon.com/
- April 4-6, 2022 / London, UK

QCon Plus: 
https://plus.qconferences.com/
- May 10-20, 2022
- Nov 29 - Dec 9, 2022

QCon San Francisco
https://qconsf.com/
- Oct 24-28, 2022

InfoQ Live:
https://live.infoq.com/
- Feb 22, 2022
- June 21, 2022
- July 19, 2022
- August 23, 2022

Follow InfoQ:
- Twitter: twitter.com/infoq
- LinkedIn: www.linkedin.com/company/infoq/
- Facebook: www.facebook.com/InfoQdotcom/
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

API Showdown: REST vs. GraphQL vs. gRPC – Which Should You Use?

In this episode of the podcast, members of the InfoQ editorial staff and friends of InfoQ will be discussing the current trends in the domain of cloud and DevOps as part of the process of creating our annual trends report. These reports provide InfoQ readers with a high-level overview of the topics to pay attention to and also help the editorial team focus on innovative technologies. In addition to the report and the trends graph available on InfoQ.com, this podcast is a chance to hear our raw conversation and the stories our expert practitioners shared.

Read a transcript of this interview: https://bit.ly/3XHM6Fn

Subscribe to the Software Architects’ Newsletter [monthly]: www.infoq.com/software-architect…mpaign=architectnl

Upcoming Events:

QCon San Francisco:
qconsf.com/?utm_source=soundcl…&utm_campaign=qsf23
Oct 2-6, 2023

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

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InfoQ Cloud and DevOps Trends 2023

In this episode, Thomas Betts talks with Micha “Mies” Hernandez van Leuffen about observability and incidents, and the roles of developers, SREs and other team members. One challenge is knowing what metrics to track in the first place. A developer-first approach to observability means focusing on metrics that are specific to your application.

Read a transcript of this interview:  https://bit.ly/48RJNEO

Subscribe to the Software Architects’ Newsletter [monthly]: www.infoq.com/software-architect…mpaign=architectnl

Upcoming Events:

QCon London
https://qconlondon.com/ 
April 8-10, 2024

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
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Developer-First Observability with Micha “Mies” Hernandez van Leuffen

In this episode, Thomas Betts talks with Nick Tune, co-author of the book Architecture Modernization - Socio-technical Alignment of Software, Strategy, and Structure. The discussion includes how to know if it makes sense to invest in an architecture modernization journey, how to get started, what benefits you can expect to achieve and how to measure the improvements.

Read a transcript of this interview: https://bit.ly/4ayqBeR 

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
www.infoq.com/software-architects-newsletter

Upcoming Events:

InfoQ Dev Summit Boston (June 24-25, 2024)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2024

InfoQ Dev Summit Munich (Sept 26-27, 2024)
Practical learnings from senior software practitioners navigating Generative AI, security, modern web applications, and more.
devsummit.infoq.com/conference/munich2024

QCon San Francisco (November 18-22, 2024)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
qconsf.com/

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
qconlondon.com/

The InfoQ Podcasts:
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast www.infoq.com/podcasts/
- Engineering Culture Podcast by InfoQ www.infoq.com/podcasts/#engineering_culture
- Generally AI

Follow InfoQ:
- Mastodon: techhub.social/@infoq
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:
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- Join a community of experts.
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Architecture Modernization with Nick Tune

In this podcast, Edo Liberty, Founder and CEO at Pinecone, discusses the importance of vector databases in the successful adoption of Generative AI and LLM based applications and how vector databases are different from traditional data stores.

Read a transcript of this interview: https://bit.ly/4aHaVGi 

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
www.infoq.com/software-architects-newsletter

Upcoming Events:

InfoQ Dev Summit Boston (June 24-25, 2024)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2024

InfoQ Dev Summit Munich (Sept 26-27, 2024)
Practical learnings from senior software practitioners navigating Generative AI, security, modern web applications, and more.
devsummit.infoq.com/conference/munich2024

QCon San Francisco (November 18-22, 2024)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
qconsf.com/

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
qconlondon.com/

The InfoQ Podcasts:
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast www.infoq.com/podcasts/
- Engineering Culture Podcast by InfoQ www.infoq.com/podcasts/#engineering_culture
- Generally AI

Follow InfoQ:
- Mastodon: techhub.social/@infoq
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:
Learn and share the changes and innovations in professional software development.
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Edo Liberty on Vector Databases for Successful Adoption of Generative AI and LLM based Applications

In this episode of the podcast, members of the InfoQ editorial staff and friends of InfoQ will be discussing the current trends in the domain of AI, ML and Data Engineering.

One of the regular features of InfoQ are the trends reports, which each focus on a different aspect of software development. These reports provide the InfoQ readers and listeners with a high-level overview of the topics to pay attention to this year.

InfoQ AI, ML and Data Engineering editorial team met with external guests to discuss the trends in AI and ML areas, and what to watch out for the next 12 months. This podcast is a recording of this discussion where panelists discuss how the innovative AI technologies are disrupting the industry.

Read a transcript of this podcast panel: https://bit.ly/3LXMcUk 
Find the written report and trends graph on InfoQ: https://bit.ly/3Z8Z5CF 

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
www.infoq.com/software-architects-newsletter

Upcoming Events:

InfoQ Dev Summit Munich (Sept 26-27, 2024)
Practical learnings from senior software practitioners navigating Generative AI, security, modern web applications, and more.
devsummit.infoq.com/conference/munich2024

QCon San Francisco (November 18-22, 2024)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
qconsf.com/

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
qconlondon.com/

The InfoQ Podcasts:
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast www.infoq.com/podcasts/
- Engineering Culture Podcast by InfoQ www.infoq.com/podcasts/#engineering_culture
- Generally AI

Follow InfoQ:
- Mastodon: techhub.social/@infoq
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:
Learn and share the changes and innovations in professional software development.
- Join a community of experts.
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- Grow your career.
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AI, ML, and Data Engineering Trends in 2024

This episode provides an overview of the real-world technologies involved in the umbrella phrase Artificial Intelligence. Anthony Alford explains just enough about machine learning, large language models, retrieval-augmented generation, and other AI terms which today’s software architects need to be able to discuss.

Read a transcript of this interview: https://bit.ly/3TnfbVI

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
www.infoq.com/software-architects-newsletter

Upcoming Events:

InfoQ Dev Summit Munich (Sept 26-27, 2024)
Practical learnings from senior software practitioners navigating Generative AI, security, modern web applications, and more.
devsummit.infoq.com/conference/munich2024

QCon San Francisco (November 18-22, 2024)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
qconsf.com/

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
qconlondon.com/

The InfoQ Podcasts:
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast www.infoq.com/podcasts/
- Engineering Culture Podcast by InfoQ www.infoq.com/podcasts/#engineering_culture
- Generally AI 

Follow InfoQ:
- Mastodon: techhub.social/@infoq
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:
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A Primer on AI for Architects with Anthony Alford

Hosts Roland and Anthony discuss how AI is being used to make creativity more accessible. While some Generative AI content lacks variety and artistic depth, there is potential for AI to assist human creators rather than replace them. They also explore the challenge of evaluating generative AI models. Unlike with non-generative AI models, Gen AI evaluation lacks clear ground truth, especially for creative tasks such as image generation or music creation. The conversation covers different evaluation methods for language models and image generation systems, including metrics like BLEU, ROUGE, BERTScore, and CLIPScore, as well as the role of human judges in ranking AI outputs.

Read a transcript of this interview: https://bit.ly/3XTkjmO 

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
www.infoq.com/software-architects-newsletter

Upcoming Events:

QCon San Francisco (November 18-22, 2024)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
qconsf.com/

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
qconlondon.com/

The InfoQ Podcasts:
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast www.infoq.com/podcasts/
- Engineering Culture Podcast by InfoQ www.infoq.com/podcasts/#engineering_culture
- Generally AI www.infoq.com/generally-ai-podcast/

Follow InfoQ:
- Mastodon: techhub.social/@infoq
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:
Learn and share the changes and innovations in professional software development.
- Join a community of experts.
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- Grow your career.
www.infoq.com/write-for-infoq

Generally AI - Season 2 - Episode 1: Generative AI and Creativity

In this special episode, Roland and Anthony meet at QCon San Francisco to discuss Time and Travel. Roland presents three case studies where temporal misunderstandings in data science led to poor predictive performance. Anthony tells the story of how the first Transcontinental Railroad shortened travel times between the East and West Coasts of the United States, and how some practices in the construction of that railroad were similar to practices in today’s software industry.

Read a transcript of this interview: https://bit.ly/49DH9TN

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (Save the date - October 2025)

QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)


The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq 
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:Learn and share the changes and innovations in professional software development.
- Join a community of ex
perts.
- Increase your visibility.
- Grow your career.
https://www.infoq.com/write-for-infoq

Generally AI: Time to Travel

In this year-in-review episode, Daniel Bryant, along with InfoQ podcast hosts Thomas Betts, Shane Hastie, Srini Penchikala, and Renato Losio, reflect on the trends and developments of 2024 across key domains: architecture, culture and methods, AI and data engineering, and cloud and DevOps. The conversation covers the rise of AI as a ubiquitous enabler, the growing focus on green software, platform engineering’s mainstream emergence, and the ongoing challenges of balancing human and technical evolution.

Read a transcript of this interview: https://bit.ly/3VLkNdx

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (Save the date - October 2025)

QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)


The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq 
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:Learn and share the changes and innovations in professional software development.
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Key Trends from 2024: Cell-based Architecture, DORA & SPACE, LLM & SLM, Cloud Databases and Portals

What Does It Mean to Be Green in IT? That's the question that begins chapter one in Building Green Software. In this episode, Thomas Betts is joined by two of the book's authors, Anne Currie and Sara Bergman. The discussion covers general themes and digs into some practical advice for all software practitioners.

Read a transcript of this interview: https://bit.ly/4abd12h

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (Save the date - October 2025)

QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)


The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq 
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:Learn and share the changes and innovations in professional software development.
- Join a community of ex
perts.
- Increase your visibility.
- Grow your career.
https://www.infoq.com/write-for-infoq

Building Green Software with Anne Currie and Sara Bergman

In this episode, Thomas Betts speaks with Avraham Poupko. Avraham believes software architects will not be replaced by Generative AI or LLMs. They will be replaced by software architects that know how to leverage Generative AI and LLMs. Their discussion compares LLM training with how humans learn, leading to better understanding of how architects can use GenAI effectively.

Read a transcript of this interview: https://bit.ly/3CzH1Zm

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-10, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/ 


QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)
https://devsummit.infoq.com/ 

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq 
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ: Learn and share the changes and innovations in professional software development.
- Join a community of experts.
- Increase your visibility.
- Grow your career.
https://www.infoq.com/write-for-infoq

Dissecting the Intelligence of AI with Avraham Poupko

In this podcast, Apoorva Joshi, Senior AI Developer Advocate at MongoDB, discusses how to evaluate software applications that use the Large Language Models or LLMs and how to improve the performance of LLM based applications.

Read a transcript of this interview: https://bit.ly/3WEppT6

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-9, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (Save the date - October 2025)

QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)


The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq 
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ:Learn and share the changes and innovations in professional software development.
- Join a community of ex
perts.
- Increase your visibility.
- Grow your career.
https://www.infoq.com/write-for-infoq

Apoorva Joshi on LLM Application Evaluation and Performance Improvements

In this podcast Michael Stiefel spoke with Randy Shoup about how to build resilient systems. We discuss why it is a serious mistake to fail to acknowledge that software’s interaction with itself and the real world produces fragility. Therefore, software systems must be built to be resilient to that fragility.
We also discuss where to use workflows, orchestration or choreography, the role of architecture in building good teams, and the wisdom of letting each team use their own set of tools.

Read a transcript of this interview: https://bit.ly/41eeL89

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-10, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/ 


QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)
https://devsummit.infoq.com/ 

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
- Mastodon: https://techhub.social/@infoq 
- Twitter: twitter.com/InfoQ
- LinkedIn: www.linkedin.com/company/infoq
- Facebook: bit.ly/2jmlyG8
- Instagram: @infoqdotcom
- Youtube: www.youtube.com/infoq

Write for InfoQ: Learn and share the changes and innovations in professional software development.
- Join a community of experts.
- Increase your visibility.
- Grow your career.
https://www.infoq.com/write-for-infoq

Your Software Will Fail, It is How You Recover That Matters: A Conversation with Randy Shoup

In this episode, Thomas Betts speaks with Andrew Harmel-Law about his new book, Facilitating Software Architecture: Empowering Teams to Make Architectural Decisions. The conversation includes a discussion of what constitutes an architecturally significant decision, how the practice of architecture is evolving, and how architects have a role to facilitate software architecture, rather than being the only ones making architectural decisions.

Read a transcript of this interview: https://bit.ly/3D6iQlz

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-10, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/ 


QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)
https://devsummit.infoq.com/ 

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

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Facilitating Software Architecture with Andrew Harmel-Law

In this podcast Michael Stiefel spoke with Lizzie Matusov about the dependency of effective, productive, and satisfied teams on good software architecture. Understanding this relationship requires understanding exactly what software productivity really is, how modern software engineering research has become more rigorous and practical, and how to apply that research to software development.

Read a transcript of this interview: https://bit.ly/41trQt4

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-10, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/ 


QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)
https://devsummit.infoq.com/ 

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

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Understanding What Really Matters for Developer Productivity: A Conversation with Lizzie Matusov

In this podcast, Felix GV, Principal Staff Engineer at LinkedIn, discusses how to create and operate planet-scale data storage solutions for derived data. When it’s time to build a new system, how do you decide on the pieces that must be fitted to ensure a resilient operating system?

Read a transcript of this interview: https://bit.ly/3R7dsC5

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-10, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)
https://devsummit.infoq.com/ 

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

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Building LinkedIn’s Resilient Data Storage: A Deep Dive into Derived Data Storage with Felix GV

In this podcast, Max Rydahl Andersen, distinguished engineer at RedHat and the creator of JBang discusses how continuously learning from other ecosystems and adopting new tools allows you to simplify your thinking and systems. This will allow you to increase the developer joy of the coders and further, obtain safer and more robust systems.

Read a transcript of this interview: https://bit.ly/4kz8tb7

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

QCon London (April 7-10, 2025)
Discover new ideas and insights from senior practitioners driving change and innovation in software development.
https://qconlondon.com/ 

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

InfoQ Dev Summit New York (Save the date - December 2025)
https://devsummit.infoq.com/ 

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
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Technology

Simplify Your System By Challenging The Status-Quo And Learning From Other Ecosystems

In this episode, Thomas Betts speaks with Vlad Khononov about balancing coupling in software design, the subject of his recent book. They discuss how coupling is necessary for a system to function, but has to be balanced to allow the system to evolve. Vlad identifies three factors that can be used to measure coupling: knowledge sharing, distance, and volatility.

Read a transcript of this interview: https://bit.ly/3YdyjHU

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI NYC 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

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Balancing Coupling in Software Design with Vlad Khononov

In this podcast, Wenjie Zi discusses why many ML projects don’t succeed and what technology and organizational aspects affect the success of those projects. She also talked about what potential communication and understanding gaps can exist between business team and ML practitioners and how to address these gaps.

Read a transcript of this interview: https://bit.ly/4lwbGsk

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI NYC 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
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Wenjie Zi on Technology and Organizational Aspects for ML Project Success

Eddie Knight, OSPO lead at Sonatype, discusses how the EU Cyber Resilience Act can help with improving your software project’s security and in the same time to slow down the alarming acceleration of software supply chain attacks.

Read a transcript of this interview: https://bit.ly/3RDMPVX

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI NYC 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
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Embrace the Requirements of The EU Cyber Resilience Act to Strengthen Your Software Project

The panel discussion in this episode is one half of the annual InfoQ Architecture and Design Trends Report. The other half is the written report .

One of the regular features of InfoQ are the trends reports, which each focus on a different aspect of software development. These reports provide the InfoQ readers with a high-level overview of the topics to pay attention to this year, and also help the editorial team focus on innovative technologies across all the content on InfoQ.

Read a transcript of this interview: https://bit.ly/43WChIH

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI NYC 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
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InfoQ Architecture and Design Trends in 2025

Birgitta Böckeler, Thoughtworks’ subject matter expert on Generative AI coding assistants, discusses how to enhance generated code by incorporating additional information into its context, and how your team’s dynamics will evolve with the adoption of these tools.

Read a transcript of this interview: https://bit.ly/430u1Gz

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI New York 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
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How To Improve the Quality of the Gen AI-Generated Code And Your Team’s Dynamics

Max Körbächer, Managing Partner at Liquid Reply, discusses the coming of age of the Kubernetes ecosystem and how and when an organisation should use it to build its platform. Also, he touches on how to measure its success and how WebAssembly and Kubernetes can play together to obtain the most effective usage of your infrastructure.

Read a transcript of this interview: https://bit.ly/3RK7DuP

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI New York 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
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How developer platforms, Wasm and sovereign cloud can help build a more effective organisation

In a conversation with Jade Abbott, CTO and co-founder of Lelapa AI, we discussed how the basic infrastructure scarcities found on the African continent can ignite innovation and help push forward the AI space. Particularly when dealing with never-written languages, you need to be innovative to generate proper data and divide the problem into minor problems that can be solved with fewer intensive resources.

Read a transcript of this interview: https://bit.ly/432cY62

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI New York 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

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How to Build Effective LLMs When Both Basic Infrastructure and Model Training Data Are Lacking

Julia Furst Morgado, global technologist at Veeam, discusses Kubernetes edge resilience after a ransomware attack. The mentioned challenges include resource limits, network issues, and security risks. A swift recovery underscored the need for specific backup approaches, write-protected storage, and automated, tested recovery for edge environments to limit disruptions.

Read a transcript of this interview: https://bit.ly/42LnBv4

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI New York 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

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Kubernetes Edge Resiliency: Recovering from Ransomware Attacks in Minutes

In this episode, Thomas Betts speaks with Diana Montalion about how architecture is designing for knowledge flow. The conversation covers the differences between knowledge stock and knowledge flow and the importance of a growth mindset. If you’re trying to find new ways to solve problems, you have to start by thinking in new ways.

Read a transcript of this interview: https://bit.ly/3Si1LsX

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI New York 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

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Designing for Knowledge Flow with Diana Montalion

In this podcast, Nikolaos Vasiloglou from @RelationalAI team discusses how knowledge graph based applications are leveraging Generative AI technologies and how Graph RAG techniques can be used to enhance data analytics and insights.

Read a transcript of this interview: https://bit.ly/43IYWGN

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
https://www.infoq.com/software-architects-newsletter 

Upcoming Events:

InfoQ Dev Summit Boston (June 9-10, 2025)
Actionable insights on today’s critical dev priorities.
devsummit.infoq.com/conference/boston2025

InfoQ Dev Summit Munich (October 15-16, 2025)
Essential insights on critical software development priorities.
https://devsummit.infoq.com/conference/munich2025

QCon San Francisco 2025 (November 17-21, 2025)
Get practical inspiration and best practices on emerging software trends directly from senior software developers at early adopter companies.
https://qconsf.com/ 

QCon AI New York 2025 (December 16-17, 2025)
https://ai.qconferences.com/

The InfoQ Podcasts: 
Weekly inspiration to drive innovation and build great teams from senior software leaders. Listen to all our podcasts and read interview transcripts:

- The InfoQ Podcast https://www.infoq.com/podcasts/ 
- Engineering Culture Podcast by InfoQ https://www.infoq.com/podcasts/#engineering_culture 
- Generally AI: https://www.infoq.com/generally-ai-podcast/ 

Follow InfoQ:
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Nikolaos Vasiloglou on Knowledge Graphs and Graph RAG

On the podcast this week Charles Humble talks to Camille Fournier about running a platform team, how her current role differs from the CTO role she had a Rent the Runway, the skills developers need to acquire as they move from engineering to management positions, tends like Holacracy, and her book "The Manager's Path"

Why listen to this podcast:

 - When looking for platform engineers Camille looks for people who understand what it takes to build and run distributed systems - network, availability, data - and customer empathy.
 - The team needs to be focussed on taking the time do build robust software for operational excellence.
 - The technical skills were different at Rent the Runway - these would tend to be more full-stack engineers who worked in a more iterative way.
 - Much of what we do at work is really about human relationships.  One thing about relationships is that they tend to be better when you have one on one conversations with people on our regular basis.  A lot of the value of one on one meeting is that you are reenforcing the social connection you have with the other person.
 - One of the most important things we do as engineering managers is stay abreast of how to make teams effective in the context of delivering software.

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Show Notes

Camille Fournier on Platform Engineering, Engineering Ladders, and her Book “The Managers Path

Victor Dibia is a Research Engineer with Cloudera’s Fast Forward Labs. On today’s podcast, Wes and Victor talk about the realities of building machine learning in the browser. The two discuss the capabilities, limitations, process, and realities around using TensorFlow.js. The two wrap discussing techniques like Model distillation that may enable machine learning models to be deployed in smaller footprints like serverless.
 - While there are limitations in running machine learning processes in a resource constrained environment like the browser, there are tools like TensorFlow.js that make it worthwhile. One powerful use case is the ability to protect the privacy of a user base while still making recommendations. 
TensorFlow.js takes advantage of the WebGL library for its more computational intense operations.
 - TensorFlow.js enables workflows for training and scoring models (doing inference) purely online, by importing a model built offline with more tradition Python tools, and a hybrid approach that builds offline and finetunes online.
To build an offline model, you can build a model with TensorFlow Python (perhaps using a GPU cluster). The model can be exported into the TensorFlow SaveModel Format (or the Keras Model Format) and then converted with TensorFlow.js into the TensorFlow Web Model Format. At that point, the can be directly imported into your JavaScript. 
 - TensorFlow Hub is a library for the publication, discovery, and consumption of reusable parts of machine learning models and was made available by the Google AI team. It can give developers a quick jumpstart into using trained models.
 - Model compression promises to make models small enough to run in places we couldn’t run models before. Model distillation is a process where a smaller model is trained to replicate the behavior of a larger one. In one case, BERT (a library almost 500MB in size) was distilled to about 7MB (almost 60x compression).

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Victor Dibia on TensorFlow.js and Building Machine Learning Models with JavaScript

In this podcast, Daniel Bryant sat down with Katie Gamanji, Cloud Platform Engineer at Condé Nast International. Topics covered included: exploring the architecture of the Condé Nast Kubernetes-based platform; the importance of enabling self-service deployment for developers; and how the Kubernetes’ Federation API and Cluster API may enable more opportunities for platform automation.

 - Founded in the early 1900s, Condé Nast is a global media company that has recently migrated their application deployment platforms from individually-curated geographically-based platforms, to a standardised distributed platform based on Kubernetes and AWS.
 - The Condé Nast engineering team create and manage their own Kubernetes clusters, currently using CoreOS’s/Red Hat’s Tectonic tool. 
Self-service deployment of applications is managed via Helm Charts.  - The platform team works closely with their “customer” developer teams in order to ensure their requirements are being met.
 - The Kubernetes Federation API makes it easy to orchestrate the deployment of applications to multiple clusters. This works well for cookie-cutter style deployments that only require small configuration differences, such as scaling the number of running applications based on geographic traffic patterns.
 - The Cluster API is a Kubernetes project to bring declarative APIs to cluster creation, configuration, and management. This enables more effective automation for cluster lifecycle management, and may provide more opportunities for multi-cloud Kubernetes use.
 - The Condé Nast platform Kubernetes Ingress is handled by Traefik, due to the good Helm support and cloud integration (for example, AWS Route 53 and IAM rule synchronization). The platform team is exploring the use of service mesh for 2020.
 - Abstractions, interfaces, and security will be interesting focal points for improvement in the Kubernetes ecosystem in 2020.

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Katie Gamanji on Condé Nast’s Kubernetes Platform, Self-Service, and the Federation and Cluster APIs

In this podcast, Daniel Bryant sat down with Zhamak Dehghani, principal consultant, member of technical advisory board, and portfolio director at ThoughtWorks. Topics discussed included: the motivations for becoming a data-driven organization; the challenges of adapting legacy data platforms and ETL jobs; and how to design and build the next generation of data platforms using ideas from domain-driven design and product thinking, and modern platform principles such as self-service workflows.

Why listen to this podcast:

 - Becoming a data-driven organization remains one of the top strategic goals of many organizations. Being able to rapidly run experiments and efficiently analyse the resulting data can provide a competitive advantage.
 - There are several “architecture failure modes” within existing enterprise data platforms. They are centralized and monolithic. The composition of data pipelines are often highly-coupled, meaning that a change to the data format will require a cascade of changes throughout the pipeline. And finally, the ownership of data platforms is often siloed and hyper-specialized.
 - The next generation of enterprise data platform architecture requires a paradigm shift towards ubiquitous data with a distributed data mesh.
Instead of flowing the data from domains into a centrally owned data lake or platform, domains need to host and serve their domain datasets in an easily consumable way.
 - Domain data teams must apply product thinking to the datasets that they provide; considering their data assets as their products, and the rest of the organization's data scientists, ML and data engineers as their customers.
The key to building the data infrastructure as a platform is (a) to not include any domain specific concepts or business logic, keeping it domain agnostic, and (b) make sure the platform hides all the underlying complexity and provides the data infrastructure components in a self-service manner.


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Zhamak Dehghani on Data Mesh, Domain-Oriented Data, and Building Data Platforms

- A Micro frontends is an approach to developing frontends that attempts to take some of the same benefits from Microservices and apply them to frontend development.
 - Microfront ends can be developed with different technologies and ownership of components on a single view. However, DAZN took a vertical approach to build them. Each Micro frontend is loaded into an app shell that offers an API for crosscutting concerns. Only one Micro frontend is loaded at a time into the app shell.
 - The ‘Inverse Conway Maneuver’ recommends evolving your team and organizational structure to create the architecture you want.
 - DAZN derisks deployments by using canaries implemented with Lambda at the Edge on Cloudfront. For code deployments, each of the Micro frontends can be introduced with a limited scope and then expanded once proven stable.

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Luca Mezzalira on Micro Frontends at DAZN

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