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Career growth for engineering leaders in the AI era: Building your thesis, the “running framework” & developing technical depth

with Chris Chiu


Career progression is rarely a straight line. More often, it only makes sense in hindsight. Chris Chiu (VP of Engineering, Agentforce @ Salesforce) joins us to deconstruct how to navigate these non-linear career paths! We talk about identifying the mismatch in your current role, building a personal "career thesis," how to engineer a productive exploration phase and leverage your relationships / VC networks to understand the market. Plus, how to apply the "Running Framework" to ensure success in your next role and why technical depth is no longer optional for modern engineering leaders.
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On this show, we uncover stories and examples of great leadership in software engineering, explore the experiences of industry leaders, as well as share actionable insights from leadership and management thought experts artful and skilled in the application of leadership.
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ELC
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EVENTS, PODCASTS AND MORE
FEATURED STORY
Mar 10, 2026

How OpenAI’s engineering org is reshaping teams, roles and workflows

with Sulman Choudhry

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.
FEATURED STORY
Feb 17, 2026

The innovation engine behind Samsara driving real-world impact: compounding feedback loops, data flywheels and embedding engineers in customer problems

with Kiren Sekar

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. 
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A breath of fresh air in a category that can have a lot of BS. Keep up the great work!
- Rudest Buddhist
Sept 1, 2020
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LATEST

Episode 251: Career growth for engineering leaders in the AI era: Building your thesis, the “running framework” & developing technical depth

with Chris Chiu

Career progression is rarely a straight line. More often, it only makes sense in hindsight. Chris Chiu (VP of Engineering, Agentforce @ Salesforce) joins us to deconstruct how to navigate these non-linear career paths! We talk about identifying the mismatch in your current role, building a personal "career thesis," how to engineer a productive exploration phase and leverage your relationships / VC networks to understand the market. Plus, how to apply the "Running Framework" to ensure success in your next role and why technical depth is no longer optional for modern engineering leaders.
Mar 19, 2026

Episode 250: How OpenAI’s engineering org is reshaping teams, roles and workflows

with Sulman Choudhry

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.
Mar 10, 2026

Episode 249: The innovation engine behind Samsara driving real-world impact: compounding feedback loops, data flywheels and embedding engineers in customer problems

with Kiren Sekar

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. 
Feb 17, 2026

Episode 248: Why founders should invest in coaching, communication & leadership mechanisms before you scale

with James Birchler

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.
Feb 10, 2026

Episode 247: Cultivating product thinking, cross-functional leadership & the future of AI agent infrastructure

with Jaikumar Ganesh

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. 
Feb 05, 2026

Episode 246: Scaling from point solutions to a unified, AI-powered product ecosystem

with Vineeta Puranik

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.
Jan 27, 2026

Episode 245: From localized to systematic speed: How Spotify deploys AI in prototyping, strategy & maintenance

with Tyson Singer

Tyson Singer (Head of Tech & Platforms @ Spotify) joins us to unpack how Spotify is transforming its product development lifecycle across creation, experimentation and maintenance to shift from "localized speed" to "systematic speed." We explore why the industry’s current obsession with the "Build It" phase of development is shortsighted, and how Spotify is aggressively deploying AI in the "Think It" (prototyping/strategy) and "Maintain It" (fleet management) phases. Tyson also details the internal tools driving this shift, including AiKA and Honk, and shares why the future of engineering relies on moving from I-shaped specialists to T-shaped generalists.
Jan 21, 2026

Episode 244: Inside ELC’s 1st Hackathon: Deconstructing the operational playbook, implementation lessons & future of the program

with James Tyack

It started with a simple idea from James Tyack: “What if we hosted a hackathon at ELC Annual?” The result was a unique experiment where 14 senior engineering leaders stepped away from strategy to build and ship functioning apps in one weekend, unlocking new insights on AI-native workflows, "vibe coding," and the future of engineering. In this episode, we deconstruct the entire hackathon operational playbook, sharing lessons on everything from “best failure awards” and async collaboration structures to structuring ideation periods for maximum business alignment. Beyond the logistics, we explore how getting hands-on helped these leaders overcome imposter syndrome and why "rolling up your sleeves" is now a prerequisite for leading effective engineering teams. Plus, James shares how he plans to evolve the hackathon format at ELC and beyond. If you’ve been curious about leveraging hackathons to drive innovation, expose your team to new tools, or evolve how your org builds, this episode provides the blueprint for successful implementation.
Jan 13, 2026

Episode 243: What is leadership in the AI Era?

with Bill Coughran & Bret Reckard

This is a special episode, highlighting a session from ELC Annual 2025! Bill Coughran (Partner @ Sequoia Capital & former SVP of Engineering @ Google) and Bret Reckard (Talent Partner @ The General Partnership) deconstruct the evolving role of engineering leadership in an era dominated by AI hype. Bill is a legendary leader who joined Google right after the .com bubble and has seen every major industry shift since. Drawing on his experience scaling Google and advising world-class startups, Bill shares why the best leaders are "catastrophic thinkers," how to balance servant leadership with the need for decisive action, and why AI is forcing every leader to return to their technical roots. Plus they cover enduring companies and real value capture in the AI era, the nuances of organizational design, the "apprentice model" for mentorship and the dangers of over-layered hierarchies that stifle speed. Bill also provides a candid look at leadership transitions, offering a tactical guide for those moving from Big Tech to early-stage startups.
Jan 06, 2026

Episode 242: From Research Lab to Record-Breaking Product: How OpenAI Engineered for Unprecedented Scale

with Sulman Choudhry, Samir Ahmed & Lawrence Bruhmeller

This is a special episode, highlighting a session from ELC Annual 2025! OpenAI evolved from a pure research lab into the fastest-growing product in history, scaling from 100 million to 700 million weekly users in record time. In this episode, we deconstruct the organizational design choices and cultural bets that enabled this unprecedented velocity. We explore what it means to hire "extreme generalists," how AI-native interns are redefining productivity, and the real-time trade-offs made during the world's largest product launches. Featuring Sulman Choudhry (Head of ChatGPT Engineering) and Samir Ahmed (Technical Lead), moderated by Lawrence Bruhmeller (Eng Management @ Sigma).
Dec 30, 2025
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