SE Radio 626: Ipek Ozkaya on Gen AI for Software Architecture

Jim Bugwadia, CEO of Nimrata and a committer to the kyverno projects, joins host Robert Blumen for a discussion of policy-as-code and the open source kyverno project. The discussion covers the nature of policies; policies and security; policies and compliance to standards; security scans that generate reports compared to tools that allow or deny operations at run time; kyberno as a kubernetes service; the kyveno helm charts; the components of kyverno; bootstrapping a kubernetes cluster with kyverno; installing policies; implementing policies; customizing policies; packaging and installing policies; kubernetes dynamic admission controllers; the kyverno admission controller; securing kyverno itself; observability of kyverno; types of reports and messages available to cluster users. This episode is sponsored by QA Wolf.

Itamar Friedman, the CEO and co-founder of CodiumAI, speaks with host Gregory M. Kapfhammer about how to use generative AI techniques to support automated software testing. Their discussion centers around the design and use of Cover-Agent, an open-source implementation of the automated test augmentation tool described in the Foundations of Software Engineering (FSE) paper entitled “Automated Unit Test Improvement using Large Language Models at Meta“ by Alshahwan et al. The episode explores how large-language models (LLMs) can aid testers by automatically generating test cases that increase the code coverage of an existing testing suite. They also investigate other automated testing topics, including how Cover-Agent compares to different LLM-based tools and the strengths and weaknesses of using LLM-based approaches in software testing.

Goran Petrovic, a Staff Software Engineer at Google, speaks with host Gregory M. Kapfhammer about how to perform mutation testing on large software systems. They explore the design and implementation of the mutation testing infrastructure at Google, discussing the strategies for ensuring that it enhances both developer productivity and software quality. They also investigate the findings from experiments that quantify how mutation testing enables software engineers at Google to write better tests that can detect defects and increase confidence in software correctness. Brought to you by IEEE Computer Society and IEEE Software magazine.

Abhay Paroha, an engineering leader with more than 15 years' experience in leading product dev teams, joins SE Radio's Kanchan Shringi to talk about cloud migration for oil and gas production operations. They discuss Abhay's experiences in building a cloud foundation layer that includes a canonical data model for storing bi-temporal data. They further delve into his teams' learnings from using Kubernetes for microservices, the transition from Java to Scala, and use of Akka streaming, along with tips for ensuring reliable operations. Brought to you by IEEE Computer Society and IEEE Software magazine.

Luis Rodríguez, CTO of Xygeni.io, joins host Robert Blumen for a discussion of the recently thwarted attempt to insert a backdoor in the SSH (Secure Shell) daemon. OpenSSH is a popular implementation of the protocol used in major Linux distributions for authentication over a network. Luis describes how a backdoor in a supporting library was recently discovered and removed before the package was published to stable releases of the Linux distros. The conversation explores the mechanism of the attack through modifying a function table in the runtime; how the attack was inserted during the build; how the attack was carefully staged in a series of modifications to the lz compression library; the nature of “Jia Tan,” the entity who committed the changes to the open source project; social engineering that the entity used to gain the trust of the open source community; what forensics indicates about the location of the entity; hypotheses about whether criminal or state actors backed the entity; how the attack was detected; implications for other open source projects; why traditional methods for detecting exploits would not have helped find this; and lessons learned by the community. Brought to you by IEEE Computer Society and IEEE Software magazine.

Emily Bache, founder of the Samman Technical Coaching Society and author of several books about technical agile coaching, talks with SE Radio host Sam Taggart about katas and the importance of practice. They discuss how practicing in a safe environment helps developers to learn new skills and build new habits. They also talk about how Samman coaching combines this sort of deliberate practice with applying the lessons learned in practice to the production code base. They also touch briefly on the advantages of working in an ensemble fashion. Brought to you by IEEE Computer Society and IEEE Software magazine.

Hans Dockter, the creator of the Gradle build tool and founder of Gradle Inc, the company behind the developer productivity platform Develocity, joins SE Radio host Giovanni Asproni to talk about developer productivity. They start with some definitions and an explanation of the importance of developer productivity, its relationship with cognitive load, and the big impact that development tools have on it. Hans describes how to implement developer productivity metrics in an organization, as well as warns about some pitfalls. The episode closes with some discussion on Hans's views on the future of this discipline, as well as some near-term developments and expectations. Brought to you by IEEE Computer Society and IEEE Software magazine.

Chuck Weindorf, a retired IT director and chief engineer with nearly 40 years' experience in software engineering, joins host Jeff Doolittle for a conversation about the concepts in Chuck's book, Leaders & Software Engineers. Through personal anecdotes and insights gleaned from his extensive career, Chuck underscores quality assurance's critical role in building trust with users and fostering a proactive culture of defect resolution within development teams. He highlights how ethical considerations underpin trust and integrity within the software engineering profession. Chuck and Jeff examine the significance of thorough documentation and the vital role of effective communication in overcoming silos within organizations, and ensuring that projects meet their intended objectives while maintaining high standards of quality and reliability. They discuss how to cultivate a positive, innovative culture within engineering teams. Chuck shares strategies for addressing challenges and opportunities presented by change, advocating for adaptability and continuous learning as essential qualities for both new and experienced engineers navigating the evolving technological landscape. He offers advice for those transitioning into leadership roles, emphasizing the importance of developing soft skills and the ability to empathize with and inspire team members. Finally, the episode explores the potential impact of emerging technologies, such as low-code platforms and artificial intelligence. Brought to you by IEEE Computer Society and IEEE Software magazine. 

Ipek Ozkaya, Principal Researcher and Technical Director of the Engineering Intelligent Software Systems group at the Software Engineering Institute, Carnegie Mellon, discusses generative AI for Software Architecture with SE Radio host Priyanka Raghavan. The episode delves into fundamental definitions of software architecture and explores use cases in which gen AI can enhance architecture activities. The conversation spans from straightforward to challenging scenarios and highlights examples of relevant tooling. The episode concludes with insights on verifying the correctness of output for software architecture prompts and future trends in this domain. Brought to you by IEEE Computer Society and IEEE Software magazine.

Jonathan Schneider, the cofounder of Moderne and the creator of OpenRewrite, talks with SE Radio's Gregory Kapfhammer about automated software maintenance. In addition to exploring the design and implementation of OpenRewrite, Schneider explains how the tool can automatically support software maintenance tasks such as framework migration and security fixes for programs implemented in languages like Java. The episode also explores how OpenRewrite uses the lossless semantic tree to support automated refactoring though the use of recipes. Brought to you by IEEE Computer Society and IEEE Software magazine.