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Humans of Reliability
Rootly
22 episodes
1 day ago
GenAI demos are easy. Production is where everything breaks. In this episode, Eduardo Ordax, Principal GTM GenAI at AWS, breaks down what actually stops companies from shipping reliable AI systems, and why the real blockers have little to do with technology. We dig into the culture problems that slow down adoption, the endless cycle of experimentation, and why non-deterministic LLMs don’t fit neatly into traditional web-app architectures. Eduardo also shares what he’s seeing across industries...
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Technology
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GenAI demos are easy. Production is where everything breaks. In this episode, Eduardo Ordax, Principal GTM GenAI at AWS, breaks down what actually stops companies from shipping reliable AI systems, and why the real blockers have little to do with technology. We dig into the culture problems that slow down adoption, the endless cycle of experimentation, and why non-deterministic LLMs don’t fit neatly into traditional web-app architectures. Eduardo also shares what he’s seeing across industries...
Show more...
Technology
Episodes (20/22)
Humans of Reliability
The Reality of GenAI in Production with Eduardo Ordax (AWS)
GenAI demos are easy. Production is where everything breaks. In this episode, Eduardo Ordax, Principal GTM GenAI at AWS, breaks down what actually stops companies from shipping reliable AI systems, and why the real blockers have little to do with technology. We dig into the culture problems that slow down adoption, the endless cycle of experimentation, and why non-deterministic LLMs don’t fit neatly into traditional web-app architectures. Eduardo also shares what he’s seeing across industries...
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1 day ago
27 minutes

Humans of Reliability
It’s Never Different This Time: LLM Reliability Without the Hype with Julien Simon
In this episode, Julien Simon, longtime voice in the open-source ML world, reminds us that even in the era of GenAI, reliability fundamentals haven’t changed. Julien breaks down why calling “the same model” from different providers can produce wildly different results, how deployment choices introduce hidden variability, and why reliability teams need to think of LLM systems as distributed systems. He explains the growing gap between experimentation and production, the operational pitfalls of...
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3 weeks ago
30 minutes

Humans of Reliability
You Can’t Fix What You Don’t Measure: Observability in the Age of AI with Conor Bronsdon
Only 50% of companies monitor their ML systems. Building observability for AI is not simple: it goes beyond 200 OK pings. In this episode, Sylvain Kalache sits down with Conor Brondsdon (Galileo) to unpack why observability, monitoring, and human feedback are the missing links to make large language model (LLM) reliable in production. Conor dives into the shift from traditional test-driven development to evaluation-driven development, where metrics like context adherence, completeness, and ac...
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1 month ago
31 minutes

Humans of Reliability
The End of “Good Code”? AI, Throughput, and Reliability with CircleCI CTO Rob Zuber
Is “good code” still the right measure of engineering success in an AI-driven world? In this episode of Humans of Reliability, Rob Zuber, CircleCI CTO, joins Sylvain to explore how coding assistants are reshaping developer workflows and changing what teams value. Rob shares what he’s seeing across CircleCI’s customer base: a clear boost in throughput, new bottlenecks shifting from code creation to code review, and the rise of “vibe coding,” where engineers trust AI-generated code they may not...
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3 months ago
37 minutes

Humans of Reliability
Frontline Reliability: Protecting User Journeys with SLOs with Shery Brauner (Razor, ex-Zalando)
What does it really take to move from firefighting incidents to building reliability at scale? In this episode of Humans of Reliability, Shery Brauner (Razor, ex-Zalando) shares her unique journey from frontend and backend engineering to leading site reliability practices. She explains why protecting the user journey is the key to effective incident management, how SLOs cut through noisy alerts, and why observability must come first. Shery also talks about practical steps teams can take to ad...
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3 months ago
31 minutes

Humans of Reliability
Balancing Reliability at the Crypto-Finance Frontier with Brian Shaw (Uphold)
Sylvain Kalache sits down with Brian Shaw, Senior Engineering Leader at Uphold, to explore the reliability challenges that arise when operating at the intersection of traditional finance and crypto markets. Brian shares how unexpected market events can create massive traffic spikes, how their platform architecture and Kubernetes setup help them stay resilient, and why Uphold's transparency and regulatory approach make them both trustworthy and a high-profile target. The conversation also touc...
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5 months ago
13 minutes

Humans of Reliability
Command Under Pressure: David Owczarek on Incident Leadership and Human-Centered Reliability
Incident response is as much about people as it is about systems. In this episode, David Owczarek, a veteran engineer leader and seasoned incident commander, joins Silvan Kalache to unpack the human dynamics behind effective reliability leadership. Drawing on experiences across startups and global enterprises, David shares what really matters when everything breaks, including: – How incident response strategies shift between small companies and large enterprises – Why not every engineer shoul...
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5 months ago
23 minutes

Humans of Reliability
AI at the Frontlines of Healthcare Reliability with Ryan Lockard (CVS Health)
AI is transforming reliability work—from reactive firefighting to proactive engineering. In this episode, Ryan Lockard, VP of Platform Engineering and AI Enablement at CVS Health, joins Sylvain Kalache to break down how AI is showing up on the frontlines of healthcare infrastructure and operations. From LLM copilots to cultural shifts in ownership, Ryan walks us through: How AI tools help troubleshoot legacy systems and assist during real-time incidentsWhy proactive reliability is finally wit...
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6 months ago
24 minutes

Humans of Reliability
Trust Is the Product: Building Reliable Billing in the AI Era with Cosmo Wolfe (Metronome)
In this episode, we sit down with Cosmo Wolfe, Head of Technology at Metronome, to unpack how reliability, trust, and architecture intersect in one of the most critical and overlooked parts of the AI product stack: billing. As AI workloads introduce unpredictable usage patterns and nontraditional pricing models—from token-based to outcome-based—companies are navigating a new frontier of customer trust. Cosmo explains why billing is more than just a backend function; it’s a key moment of truth...
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6 months ago
20 minutes

Humans of Reliability
The Golden Path to Nowhere: When Platforms Undermine Reliability with Chase Roberts (Northflank)
Internal platforms promise speed, consistency, and scale — but what happens when they become a distraction? In this episode, Chase Roberts, COO at Northflank, joins Sylvain Kalache to examine the quiet ways platforms erode developer experience when not planned carefully. From abandoned golden paths to shadow deployments and brittle YAML pipelines, Chase walks us through: Why early PaaS got developer experience right and what it missed The cultural bias toward building over bu...
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7 months ago
27 minutes

Humans of Reliability
AI can boost developer productivity, if used right, with Justin Reock, Deputy CTO at DX
In this episode of Humans of Reliability, we sit down with Justin Reock, Deputy CTO at DX, to unpack the real impact of generative AI on developer productivity. Drawing from early data in DX’s GenAI Impact Report, he explains why time savings alone don’t tell the full story and why the real value might lie in shifting cognitive load toward meaningful work. We also explore how traditional productivity metrics like PR throughput can backfire, why teams need to move beyond DORA, and how mo...
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7 months ago
37 minutes

Humans of Reliability
Why Reliability in the AI Era Starts with the Network with Marino Wijay
In this episode, we explore how networking has shaped reliability as we know it. Marino Wijay cloud networking expert and Staff Solutions Architect at Kong shares how his journey began not as an SRE, but with cables, routers, and switches. Marino explains the evolution of the fabric holding systems together through virtualization, and how software-defined networking, which is now a key element to resilient applications. This episode also dives into the new challenges LLMs are introducing into...
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8 months ago
27 minutes

Humans of Reliability
Metrics That Matter: Measuring Developer Productivity in the AI Era
In this episode of Humans of Reliability, Ryan McDonald is joined by Mark Quigley, Head of Platform Engineering at 90, for a conversation that cuts through the noise around developer productivity metrics and AI. Mark dives deep into how teams can measure what matters—without falling into the trap of turning every measure into a target. He shares how tools like Developer NPS, DORA metrics, and balanced scorecards can help teams optimize for both output and well-being—but only when framed with ...
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8 months ago
39 minutes

Humans of Reliability
Are AI and Platforms Making SRE Obsolete? With Kaspar von Grünberg, Humanitec’s CEO
Last year, over 89% of companies claimed to have adopted platform engineering. And, in the past month, LLMs have been disrupting how we think about software development. In this context, Kaspar, asks if the role of Site Reliability Engineers is being obsolete as we know it. Kaspar argues that while SREs aren’t going anywhere, their responsibilities are evolving—fast. We talk about: The need for the SRE role to be transformedHow to build reliability as part every golden pathThe role of AI and ...
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8 months ago
25 minutes

Humans of Reliability
Scientific Incident Management with Dan Slimmon
Dan Slimmon is an incident management veteran who's worked at Etsy, HashiCorp, and now leads consulting and training on pragmatic, non-bureaucratic incident response. In this episode, Dan shares his philosophy on "scientific incident response," the importance of hypothesis-driven troubleshooting, and why incidents should be seen as normal in complex systems. We also explore: Why asking the right questions is more important than knowing all the answers. How to use nerd sniping...
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9 months ago
37 minutes

Humans of Reliability
How AI broke serverless and what to do about it with Vercel’s Mariano Fernández Cocirio
Mariano, Staff Product Manager at Vercel, explains why serverless architectures are hitting unexpected limits—they’re too fast. The industry has spent millions optimizing serverless for speed, but AI workloads are changing the game. In the AI realm, slower execution often leads to better results. The challenge? Paying for all that idle compute time while waiting for AI responses. Mariano explains how Vercel Fluid is introducing a new execution model that blends the best of serverl...
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9 months ago
13 minutes

Humans of Reliability
I Want My Shoes Fast! Observability, SRE Burnout, and OTel with Dynatrace’s Adriana Villela
In this episode, we sit down with Adriana Villela, Principal DevRel at Dynatrace and OpenTelemetry contributor to break down how observability impacts reliability. We dive into what contributes to SRE burnout and how managers can create psychologically safer spaces for responders. Adriana also shares her perspective on AI as an observability-buddy to navigate incidents. SHOW LINKS: Video and takeawaysAdriana’s podcast: Geeking Out with AdrianaPodcast with Hazel Weakly mentio...
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9 months ago
34 minutes

Humans of Reliability
AI in Production with GitHub’s Sean Goedecke
In this episode, we sit down with Sean Goedecke, Staff Software Engineer at GitHub, to discuss where LLMs fit into real-world development. Sean shares how he’s using LLMs how he’s drawing the line for AI-assistance in the codebases he manages—though, as he says, this might all change by next summer. Sean also weighs in on how LLMs could assist SREs during outages—especially when you’re only half-awake at 3 a.m. after a rather inconvinient page. Tune in for a nuanced take on ...
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9 months ago
17 minutes

Humans of Reliability
The Reliability Diagnosis: Google’s Steve McGhee on Debugging and Incident Response
In this episode of Humans of Reliability, we sit down with Steve McGhee, Reliability Advocate at Google, to discuss his journey from early SRE work to advocating for reliability best practices. Steve shares fascinating stories from his time at Google, the challenges of implementing SRE in enterprises, and what people often misunderstand about the discipline. He also offers valuable insights on incident response, distributed systems, and the underrated skill every reliability engin...
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10 months ago
15 minutes

Humans of Reliability
No CS Degree, No Problem: Building a Career in Tech Leadership
What does it take to lead service delivery at a company experiencing massive growth? Hannah Hammonds, Service Delivery Lead at Prolific, shares her journey from an IT networking apprentice to a tech leader shaping reliability and incident response. We discuss the evolving role of service delivery, the power of mentorship, and how confidence transforms careers. Plus, we debate hot dogs, spoilers, and The Office. Tune in for career insights, leadership lessons, and a few laughs! 🎙️🚀...
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10 months ago
11 minutes

Humans of Reliability
GenAI demos are easy. Production is where everything breaks. In this episode, Eduardo Ordax, Principal GTM GenAI at AWS, breaks down what actually stops companies from shipping reliable AI systems, and why the real blockers have little to do with technology. We dig into the culture problems that slow down adoption, the endless cycle of experimentation, and why non-deterministic LLMs don’t fit neatly into traditional web-app architectures. Eduardo also shares what he’s seeing across industries...