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When AI Metrics Go Sideways

Neela Deshpande
Neela Deshpande
51:55

Roundtable: The AI Productivity Paradox: Why Some Teams Gain 30% While Others Lose 20%

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Many engineering metrics initiatives start with good intentions and end in skepticism or abandonment. This session breaks down why metrics programs so often fail to deliver value—and what engineering leaders can do differently to build trusted, durable measurement systems that teams actually use.
# Roundtable
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In this episode, recorded live at the OpenAI studio, Sulman Choudhry (Head of ChatGPT @ OpenAI) pulls back the curtain on how they structure engineering teams! We talk about shifting from silos to fluid mission-driven teams, vertical vs. horizontal teams, maximizing cross-functional collaboration between research, engineering, product and design. Plus we cover “directly responsible individuals” for high accountability, managers as systems designers, scaling decision-making to prevent leadership from becoming bottlenecks, frameworks for mentoring junior engineers, why “problem framing” is the most critical skill, and how managers can stay close to problems and maintain technical intuition.
This session will explore how leading organizations replace manual approval gates with automated guardrails, and how executives can measure success through outcomes such as speed, reliability, developer experience, and policy compliance. LEARN MORE ABOUT HARNESS HERE: Continuous Delivery: https://www.harness.io/products/continuous-delivery Continuous Integration: https://www.harness.io/products/continuous-integration Internal Developer Portal: https://www.harness.io/products/internal-developer-portal"
# Roundtable
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Kiren Sekar (CPO @ Samsara) joins us to deconstruct the "Innovation Engine" behind Samsara, and how this system drives real-world impact and ROI across their products. We explore Samsara’s decade-long compound product strategy and the mechanics of accelerating feedback loops in an era where the primary bottlenecks shift from code generation to customer feedback and absorption of change. Kiren details how their data flywheel expands the aperture of what is possible to build and we dive into the system of customer-driven innovation: advisory boards, “spark sessions” to test hypotheses and gain unfiltered feedback. Plus we talk about the power of embedding engineers in frontline environments (from truckyards to construction sites) to cultivate “taste,” customer empathy and trigger non-linear ideas. 
Founders often delay leadership coaching until a major crisis hits, leading to significant costs in productivity, team churn, and poor decisions. In this episode, James Birchler (Technical Advisor & Executive Leadership Coach) argues that early coaching is a game-changer for a startup's success. We explore the hidden costs of waiting and the benefits of intentionally installing leadership and communication systems before you scale. James shares specific self-awareness mechanisms, like advisory groups and feedback loops, to help founders design their day and create accountability. You'll also learn practical strategies like the "5-Minute Alignment Loop" for spotting communication breakdowns & for reinforcing clarity. Plus insights on how to "install your leadership OS" so it can scale with your company.
In our latest ELC episode, we are addressing some of the biggest challenges facing engineers today: identifying your scaling thesis, putting that thesis into practice, and addressing implementation challenges. Jaikumar Ganesh, Head of Engineering @ Anyscale, shares insights from his experience working at top tech companies like Android and Uber, and how to apply those lessons within your own orgs. We also cover strategies for identifying what to build, using data effectively when it comes to understanding AI agents, and keeping your intent (and customer success) top of mind. Additionally, Jaikumar discusses his experience as a GM and why all orgs should adopt cross-functional skillsets as part of their company culture. 
# Roundtable
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# Engineering Leadership
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Aneela Kaplan
Aneela Kaplan · Jan 28th, 2026
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How do you transform a collection of individual tools into a cohesive, AI-powered symphony? Vineeta Puranik (CPTO @ SmartBear) dissects the strategy behind evolving a product vision from point solutions to a unified multi-product ecosystem. We explore the critical architectural distinction between "AI bolt-on" and "AI native" strategies, frameworks for seamless M&A integration, and how to design for varying levels of customer AI readiness. Vineeta also discusses the shift to test “does it match intent”, using “jobs to be done” to drive solving entire workflows not just tool capabilities, and designing user experiences for both human personas and AI agents.
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