Overcommitted | Software Engineering and Tech Careers Insights

Summary
In this episode, we dive deep into software development education and programmer productivity with Craig Dennis, developer educator at Cloudflare and creator of AI Avenue. Craig shares his unique journey through tech careers, from early challenges to leading AI education initiatives that empower software engineers to build confidently using AI tools. He champions the philosophy of AI as a power up, not autopilot, encouraging software developers at all levels to embrace AI to enhance their programming skills and accelerate software projects.

We explore Craig's insights from interviewing tech companies like ElevenLabs and HeyGen, tackling skepticism around AI in engineering culture, and highlighting powerful AI capabilities such as structured outputs. Craig also reflects on how global reach and innovative teaching methods are shaping the future of software engineering education, inspiring listeners to move beyond theory and start building with AI today.

Join us for this insightful conversation on AI's role in software engineering, career growth, and improving work-life balance in tech through smarter development practices.

Links
AI Avenue official website: https://aiavenue.show/
AI Avenue YouTube playlist (full season): https://www.youtube.com/playlist?list=PLI6HzeeCy4S-XL166XESd9eAV87beBiWH
Craig's GitHub: https://github.com/craigsdennis
Craig on LinkedIn: https://www.linkedin.com/in/craigsdennis/
Cloudflare Developer Week 2025 hub: https://www.cloudflare.com/developer-week/
Cloudflare Workers AI documentation: https://developers.cloudflare.com/workers-ai/
Model Context Protocol (MCP) on Cloudflare: https://developers.cloudflare.com/agents/model-context-protocol/
Build and deploy Remote MCP servers blog post: https://blog.cloudflare.com/remote-model-context-protocol-servers-mcp/

Hosts
Overcommitted: https://overcommitted.dev
Bethany Janos: https://github.com/bethanyj28
Brittany Ellich: https://brittanyellich.com

Summary
This week on Overcommitted, Erika and Brittany welcome Idan Gazit, head of GitHub Next — a senior-heavy innovation team making strategic "long bets" on the future of software engineering and software projects. Idan shares insights into running a cutting-edge team within a large company and how GitHub Next fosters programmer productivity through self-assembling squads, weekly demo days, and discovery seasons. They discuss the pressure and excitement behind delivering revolutionary tools like Copilot.

Links
Idan's Website: https://gazit.me
GitHub Next Website: https://githubnext.com/

Hosts
Overcommitted: https://overcommitted.dev
Brittany Ellich: https://brittanyellich.com
Erika Eggemeyer (Eggyhead): https://github.com/eggyhead

Summary
In this special in-person episode recorded at the GitHub office, Brittany and Bethany dive into the evolving role of AI agents in software development and programming as of early 2026. They discuss the impact of AI tools like Copilot and Claude Code on programmer productivity and software engineering workflows. The hosts explore practical applications of coding agents, including custom agents and repository instructions, and highlight how asynchronous versus synchronous tooling is reshaping engineering culture. They also share wishes for future AI agents, such as smarter calendar integration and lore-dump assistants, illustrating the expanding possibilities of AI in tech careers. Further, the episode touches on how the developer role intersects with product management amidst easier feature building and complex decision-making. Lastly, Brittany and Bethany forecast advances in AI, including coaching agents to support career growth, tools to balance work life for working parents, and deeper integration of automation to enhance software development and daily productivity.

Links
Zapier: https://zapier.com/
Andrej Karpathy tweet: https://x.com/karpathy/status/2015883857489522876?s=20
Vibe Coding by Gene Kim and Steve Yegge: https://www.simonandschuster.com/books/Vibe-Coding/Gene-Kim/9781966280026
The Pragmatic Summit: https://www.pragmaticsummit.com/

Hosts
Overcommitted: https://overcommitted.dev
Bethany Janos: https://github.com/bethanyj28
Brittany Ellich: https://brittanyellich.com

Summary
Sean Goedecke, a staff engineer on GitHub's Copilot team and a prominent voice in software development, shares his unique frameworks for software engineering and improving programmer productivity. In this episode, discover how understanding the distinction between "pure" and "impure" engineering can impact software projects and career growth in tech. Sean breaks down the idea of "legible" vs. "illegible" work, challenges conventional approaches centered around Jira ticket queues, and discusses the evolving role of AI in software engineering. This conversation also touches on the dynamics of engineering culture and how ambitious engineers can thrive beyond typical performance metrics. Plus, Sean responds to some of his most compelling Hacker News comments live on the show, providing fresh insights into balancing productivity with impactful work.

Links
Sean’s website: seangoedecke.com 

Blog post: Pure and impure software engineering: https://www.seangoedecke.com/pure-and-impure-engineering/ 

Blog post: The good times in tech are over: https://www.seangoedecke.com/good-times-are-over/ 

Blog post: 2025 was an excellent year for this blog: https://www.seangoedecke.com/2025-wrapup/ 

Seeing like a state book: https://www.goodreads.com/book/show/20186.Seeing_Like_a_State

Hosts
Overcommitted: https://overcommitted.dev
Bethany Janos: https://github.com/bethanyj28
Brittany Ellich: https://brittanyellich.com
Erika Eggemeyer (Eggyhead): https://github.com/eggyhead

What do composing music and fixing bugs have in common? More than you'd think.In this episode of Overcommitted, hosts Erika and Bethany sit down with Marco Herrera Rendon, Senior Engineer at Comcast specializing in Rust development who, not long ago, was applying to master's programs in film composition.Marco shares how his background as a music composition student shapes the way he writes code today: the attention to detail that comes from handing parts to live players (not unlike submitting a PR), and the surprising overlap between navigating from theme A to theme B in a score and tracking down a bug in a codebase. He also digs into why he fell in love with Rust after years of frustration with C++, what he wishes he'd learned first, and his philosophy for picking up new skills: start with 10% comprehension, build a mental model, and embrace not understanding everything at once.In this episode:1. How a composition degree became an unexpected foundation for software engineering2. Rust vs. C++: what finally clicked, and why the borrow checker is a feature not a bug3. The Hector model design pattern and the power of Rust macros4. Learning on the job without shame and why being the least experienced person in the room can be freeing5. Async Rust: the beast within the beast6. What our college selves would think about our careers todayWhether you came to tech through a traditional path or a wildly unconventional one, this conversation is a reminder that the skills you carry from your past life don't disappear, they just find new ways to show up.
Links:
- Marco's Github: https://github.com/mherrerarendon

Hosts:
- Overcommitted: https://overcommitted.dev
- Bethany Janos: https://github.com/bethanyj28
- Brittany Ellich: https://brittanyellich.com
- Erika Eggemeyer: https://github.com/eggyhead