In episode 79 of o11ycast, Hamel Husain joins the o11ycast crew to discuss the challenges of monitoring AI systems, why off-the-shelf metrics can be misleading, and how error analysis is the key to making AI models more reliable. Plus, insights into how Honeycomb built its Query Assistant and what teams should prioritize when working with AI observability.

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o11ycast - Ep. #79, AI and Otel: Look at your Data with Hamel Husain

This is the Engineering Culture Podcast, from the people behind InfoQ.com and the QCon conferences.
This is the Engineering Culture Trends Report for 2025. Featuring the InfoQ editorial team and special guest Charity Majors, they discuss how AI is transforming software development with dramatic productivity gains alongside quality concerns, emphasize the continued importance of team collaboration, observability, engineering metrics, and mentorship of junior engineers in creating high-performing software teams.

Read a transcript of this interview: https://bit.ly/42F8TWt

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Transcript

InfoQ Culture & Methods Trends in 2025

In episode 80 of o11ycast, Ken Rimple and Jessica Kerr chat with Kent Beck about the emerging world of AI-assisted coding. Beck shares his experiences with "augmented coding," discussing the benefits, challenges, and the evolving relationship between developers and AI agents. They explore how these tools are changing software development practices and what it means for the future of coding.

o11ycast - Ep. #80, Augmented Coding with Kent Beck

In episode 81 of o11ycast, Charity Majors and Martin Thwaites dive into a lively discussion with Hazel Weakly and Matt Klein on the evolving landscape of observability. The guests explore the concept of observability versioning, the challenges of cost and ROI, and the future of observability tools, including the potential convergence with AI and business intelligence.

o11ycast - Ep. #81, Observability 3.0-vNext-final-DRAFT with Hazel Weakly and Matt Klein

In episode 82 of o11ycast, Ken and Jess chat with Morgante Pell, the visionary behind Grit, an AI-powered agent designed to automate developer toil and technical debt. The discussion covers the evolution of AI in coding, the challenges of building and deploying AI agents, the future of combining code awareness with production awareness, and Grit’s acquisition by Honeycomb.

o11ycast - Ep. #82, Automating Developer Toil with Morgante Pell of Grit

Sam Newman, one of the pioneers of microservices, encourages architects to use distributed systems as a last resort architecture. He stresses the importance of focusing on the desired outcome and starting with monoliths, gradually evolving the architecture. By thinking holistically at the system level, including observability, ephemeral environments, and testing, it will enable your team to remain in a continuous state of flow.

Read a transcript of this interview: https://bit.ly/3FFKB5T

Subscribe to the Software Architects’ Newsletter for your monthly guide to the essential news and experience from industry peers on emerging patterns and technologies:
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Upcoming Events:

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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Do microservices' benefits supersede their caveats? A conversation with Sam Newman

🎧 Yapay Zeka Çağında Gözlemlenebilirlik: Geleneksel Yöntemler Neden Yetersiz Kalıyor?

Bu bölümde, AI sistemlerinin karmaşıklığı arttıkça geleneksel izleme araçlarının neden yetersiz kaldığını konuşuyoruz. CPU ve bellek metriklerinden halüsinasyon ve toksisite izlemeye kadar, yapay zeka dünyasının yeni gözlemlenebilirlik ihtiyaçlarını ele alıyoruz.

🔍 Bu bölümde neler var:
• Geleneksel gözlemlenebilirlik vs AI gözlemlenebilirliği
• ActiveFence ve Barclays deneyimleri
• Red teaming ve güvenlik yaklaşımları
• Finansal hizmetlerde AI güvenliği
• Agentic AI'nın geleceği

📖 Detaylı makale: https://medium.com/hobimiz-teknoloji/yapay-zeka-çağında-gözlemlenebilirlik-geleneksel-yöntemler-neden-yetersiz-kalıyor-05b69326f70e

#YapayZeka #AI #Observability #TechPodcast #Gözlemlenebilirlik #MachineLearning #TechTalk

# Yapay Zeka Çağında Gözlemlenebilirlik: Geleneksel Yöntemler Neden Yetersiz Kalıyor?

In episode 83 of o11ycast, the Honeycomb team chats with Dan Ravenstone, the o11yneer. Dan unpacks the crucial, often underappreciated, role of the observability engineer. He discusses how this position champions the user, bridging the gap between technical performance and real-world customer experience. Learn about the challenges of mobile observability, the importance of clear terminology, and how building alliances across an organization drives successful observability practices.

o11ycast - Ep. #83, Observability Isn't Just SRE on Steroids with Dan Ravenstone

In episode 84 of o11ycast, Ken Rimple and Martin Thwaites welcome Maddy Montaquila, lead PM for .NET Aspire at Microsoft. This episode dives into the "magic" of Aspire, exploring how it streamlines the developer experience from frictionless app startup to telemetry-rich development. Discover how Aspire makes telemetry a first-class citizen, simplifying debugging and enhancing observability for modern applications.

o11ycast - Ep. #84, Maddy Montaquila on .NET Aspire

Marcin Grzejszczak, a veteran of observability spaces, discusses the current state of the space, including its evolution and the fine-grained details of how to instrument your system to capture all relevant information at every level - both inside services and between services communication.

Read a transcript of this interview: http://bit.ly/4mDTkFW

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 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/

QCon London 2026 (March 16-19, 2026)
https://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 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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Write for InfoQ: Learn and share the changes and innovations in professional software development.
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Observability in Java with Micrometer - a Conversation with Marcin Grzejszczak

Heavybit is the leading early-stage investor in enterprise infrastructure. Since 2013, we've helped launch and scale visionary technical startups—from DevSecOps and feature flagging to AI code generation and beyond. We go hands-on from day 0, backing founders as they turn code into companies and build the future of software from the bottom up to the top down.

Software engineers, architects and team leads have found inspiration to drive change and innovation in their team by listening to the weekly InfoQ Podcast. They have received essential information that helped them validate their software development map. We have achieved that by interviewing some of the top CTOs, engineers and technology directors from companies like Uber, Netflix and more. Over 1,200,000 downloads in the last 3 years.

Software engineers, architects and team leads have found inspiration to build better, high performing teams by listening to the weekly InfoQ Podcast. We have achieved that by interviewing some of the top CTOs, engineers and technology directors from companies like Uber, Netflix and more. Over 500,000 downloads in the last 3 years.

New tracks tagged #observability