This AI-assisted bug bash is offering serious prizes for squashing nasty code

This AI-assisted bug bash is offering serious prizes for squashing nasty code

While every developer loves a good story about discovering and fixing a gnarly bug, not everyone enjoys the work of finding those bugs. Most folks would prefer to be writing business logic and solving new problems. But those input validation errors and resource leaks won’t solve themselves.

Or will they?

AWS Bug Bust is a global competition launched with the goal of finding and fixing one million bugs in codebases around the world. It takes the traditional bug bash and turns it into a competition that anyone can enter. Got a repo or two that you’ve been meaning to clean up? Enter the Bug Bust and start squashing.

This competition awards points to organizations, as well as individuals within an organization, for every bug that they fix in their own repos. A little friendly competition can motivate developers to fix more bugs in order to move up the leaderboards. How do you think we built Stack Overflow? Fake internet points are very important around here. With the Bug Bust competition, it’s not just fake internet points and personal glory; top bug squashers—overall and within top organizations—can win all expense paid trips to re:Invent 2021.

In a traditional bug bust, someone has to find the bugs, file tickets on all of them, then collect them for squashing. In the Bug Bust, Amazon has managed to automate that part of the process. That’s because the Bug Bust is built on their AI-powered code review and profiling tool, CodeGuru.

CodeGuru uses static analysis and machine learning with some additional automated reasoning to find bugs in code; everything from best practices to concurrency issues, resource leaks, security problems, and more. AI isn’t here to take your jobs, it’s here to automated away the tedious stuff. Developers get to harness the power of artificial intelligence in their everyday lives.

Concurrency and resource leak issues tend to drain the soul out of the developers. You could spend all day trying to optimize and close those. CodeGuru includes a function profiler that looks for a codebase’s most expensive calls. It’s a lightweight agent actively running and looking for ways to reduce the cost of the running application.

These bugs, along with security issues and AWS API calls, are the ones that earn the most points. But all bugs earn their bashers points; CodeGuru spots code inefficiencies, duplications, and general code quality detectors, and performs input validation. The model behind this is pretrained on years of Amazon bug hunting experience. The system does learn from you as to what is a good bug in your codebase, but it’s not training on your code. It’s your feedback that makes CodeGuru a better bug hunter.

If you have Java and Python code in a GitHub, GitHub Enterprise, Bitbucket, or AWS CodeCommit repository, you can jump into the competition. Sign up with your email and you get 30 days to run as many Bug Busts as you want for free. The top ten individual bug busters get VIP treatment at the 2021 re:Invent conference (and an all-expense-paid trip there), which is being held in person this year. Top participating organizations get a ticket to give to one of their developers as well. For those bashers outside of the top ten, you can still earn some sweet swag by passing some point milestones.

The contest to win the trip to re:Invent 2021 runs through September, but you can still automate your bug bashes and get swag anytime. Want to get started? Head over to the AWS Bug Bust site now.

See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

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How AI is helping us build better communities

How AI is helping us build better communities

MIT and Stanford professor Alex “Sandy” Pentland joins the show to explore the power of communities for shared knowledge and how AI could hurt or help the growth of these communities. Ryan and Sandy dive into the findings from Sandy’s new book Shared Wisdom: Cultural Evolution in the Age of AI, the ethical implications of rapidly advancing technology, and AI’s potential to foster community dialogue and decision-making. Episode notes:Sandy’s new book Shared Wisdom: Cultural Evolution in the Age of AI explores how we can build a flourishing society by using what we know about human nature to design our technology—rather than letting technology shape our society.Connect with Sandy on Linkedin. Check out the work he’s doing with AI at deliberation.io and Loyal Agents.Congratulations to user Harshal for winning a Populist badge on their answer to How to start search only when user stops typing?TRANSCRIPTSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

30 Dec 33min

Containers are easy—moving your legacy system off your VM is not

Containers are easy—moving your legacy system off your VM is not

Ryan sits down with Dan Ciruli, VP and General Manager of Cloud Native at Nutanix, to talk about getting your virtual machines and Kubernetes to play nice in cloud-native environments, why VMs are still relevant in enterprise applications, and how AI can help modernize legacy systems. Episode notes: Nutanix combines compute, storage, virtualization, and networking so you can run applications and manage data across on-premises datacenters, public clouds, and edge locations all on one platform. Connect with Dan on Linkedin and Bluesky.Congrats to Necromancer badge winner David Ferenczy Rogožan! They won the badge on their answer to Where does adb shell mkdir create directories.TRANSCRIPTSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

26 Dec 31min

Settle down, nerds. AI is a normal technology

Settle down, nerds. AI is a normal technology

Ryan welcomes Anil Dash, writer and former Stack Overflow board member, back to the show to discuss how AI is not a magical technology, but rather the normal next step in computing’s evolution. They explore the importance of democratizing access to technology, the unique challenges that LLMs’ non-determinism poses, and how developers can keep Stack Overflow’s ethos of community alive in a world of AI. Episode notes: Anil is a tech entrepreneur (former CEO at our sister company Fog Creek Software) and writer. You can find him at his blog anildash.com and on Linkedin. Check out the last time Anil was on the pod in 2020 to talk all things Glitch and Glimmer. Shoutout to user pgrad for winning a Lifejacket badge on their answer to Using type hint Any in Django - NameError: name 'Any' is not defined.TRANSCRIPTSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

23 Dec 37min

Last week in AWS re:Invent with Corey Quinn

Last week in AWS re:Invent with Corey Quinn

Ryan sits down with Corey Quinn, Chief Cloud Economist at Duckbill, at AWS re:Invent to get Corey’s patented snarky take on all the happenings from the conference. They discuss whether the AI agent hype is supported by actual buyers, how startups are faring as AWS focuses on large enterprises, and how many of the new technologies coming out this year will actually be transformative. Episode notes:This episode was recorded at AWS re:Invent 2025! Check out Ryan’s recap of events on our blog. Duckbill provides financial planning and analysis for enterprise infrastructure to help you understand, negotiate, and optimize your cloud spend.Connect with Corey on Linkedin and subscribe to his newsletter Last Week in AWS.TRANSCRIPTSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

19 Dec 23min

Live from re:Invent…it’s Stack Overflow!

Live from re:Invent…it’s Stack Overflow!

Ryan is joined by Stack Overflow’s CEO Prashanth Chandrasekar and Director of Data Science Michael Foree on the floor at re:Invent to discuss all they’ve seen and heard at the event, from the future of AI agents to the trust issues the enterprise has around AI and the impact of AI and robotics on the job market.Episode Notes:This episode was recorded at AWS re:Invent 2025! Check out Ryan’s recap of events from the floor on our blog. Connect with Prashanth on LinkedIn.Connect with Michael on LinkedIn.TRANSCRIPTSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

16 Dec 31min

Interface is everything, and everything is an interface

Interface is everything, and everything is an interface

Ryan talks with Wesley Yu, head of engineering at Metalab, about the evolution of interfaces in technology, the pressure that UI generated on the fly would put on your backend systems, and why AI is just the latest and fanciest in a long line of CRUD apps. Episode notes:Metalab designs interfaces for top brands around the world, helping them design, build, and ship their products.Connect with Wesley on Twitter and LinkedIn.Congrats to Populist badge winner SiddAjmera, who won the badge for their answer to Angular FormControl check if required.TRANSCRIPTSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

12 Dec 24min

AI is a crystal ball into your codebase

AI is a crystal ball into your codebase

Ryan is joined by Kayvon Beykpour, CEO and founder of Microscope, to dive into AI-powered code review’s potential for managing large codebases, the need for humans-in-the-loop for reviewing PRs so AI tools can efficiently and effectively debug, and how AI can increase visibility through summarization at the abstract syntax tree level and high signal-to-noise ratio code reviews.Episode notes:Macroscope helps you understand your code through AI-powered code review, automated PR descriptions, and real-time status reportsConnect with Kayvon on Twitter and LinkedIn.This week’s shoutout goes to user Jesper Grann Laursen for winning a Populist badge on their answer to Exclude Table during pg_restore. See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

9 Dec 34min

Treating your agents like microservices

Treating your agents like microservices

Ryan is joined by Outshift by Cisco’s VP of Engineering Guillaume De Saint Marc to discuss the future of multi-agent architectures as microservices, the challenges and limitations of the infrastructure for these multi-agent systems, and the importance of communication protocols and interoperability in order to build decentralized and scalable architectures. Episode notes:Outshift is Cisco’s tech incubator that pursues emerging technologies like agentic AI, quantum computing, and next-gen infrastructure. Learn more about multi-agent architecture at their open-source collective AGNTCY.Connect with Guillaume on Linkedin. Today we’re shouting out a Socratic badge winner, Avraam Mavridis, who won the badge for asking well received questions on 100 separate days. See Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

5 Dec 35min

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