Mainframe Voices: What Signals and Trends Should the Community Watch?
The mainframe community stands at a pivotal crossroads where AI, open source, and talent development are converging to redefine the platform's future. A professor from Northern Illinois University reveals the tension between teaching foundational mainframe skills and the pressure to include cutting-edge tools like generative AI—despite limited classroom time. He praises student-built tools like Zcrafter that embed AI into assembler development, but warns against the myth that AI will replace COBOL or assembler programmers. Instead, he argues AI’s greatest value lies in reverse-engineering legacy systems with no documentation. A Broadcom engineer emphasizes the critical need for hands-on access to z/OS, calling open mainframe project efforts to provide shared platforms a 'huge game changer' for onboarding new talent. Meanwhile, an IBM technical architect highlights how the latest Z17 mainframe is built with AI-on-chip capabilities, enabling new use cases and accelerating open source innovation—though with growing risks around code review capacity. A recent biology graduate turned IBM Z ambassador underscores the rising importance of hybrid skills: AI tools will augment, not replace, deep domain knowledge. The real power, she insists, is in understanding the mainframe’s core logic and use cases, not just wielding AI prompts. The episode reveals a clear consensus: the future of mainframes isn’t about replacing humans with AI, but about empowering human expertise with AI.
AI’s greatest value for mainframes is reverse-engineering undocumented legacy systems, not rewriting COBOL.
Hands-on access to z/OS via shared platforms is the single biggest barrier to onboarding new mainframe talent.
The Z17 mainframe is built with AI-on-chip capabilities, enabling new performance and use cases for AI workloads.
Generative AI will not replace COBOL or assembler developers—human verification remains essential.
Hybrid skills combining domain knowledge with AI tool use are the future of mainframe careers.
…and 3 more takeaways available in PodZeus
Introduction to Mainframe Voices
Rahati introduces the Mainframe Voices series, sponsored by Phoenix Software International, and sets the stage for a discussion on critical signals and trends shaping the mainframe community’s future.
Teaching Foundational Skills in a Modern World
“I don't have time to bring AI into generative AI or anything into my coursework, although I would love to.”
AI as a Legacy System Savior
“AI can go in there and it can figure it out. And that's the best thing I think can come out of AI.”
The Irreplaceable Role of COBOL and Assembler Developers
“You're going to have to have COBOL people to verify that the generative software developed by AI is doing the same thing. That's all there is to it.”
The Access Problem: Getting Hands-On with z/OS
“There has been lots of effort from OMP... to get access to a platform that everybody will be able to use to actually validate things on ZOS. I think this is going to be a huge game changer.”
“You're going to have to have COBOL people to verify that the generative software developed by AI is doing the same thing. So you're going to have to have COBOL developers.”
“And the platform right now, Z17, the latest mainframe, is built for AI on the platform itself. make use of the ai on the chip itself”
“But AI can go in there and it can figure it out. And that's the best thing I think can come out of AI.”
Host
Guests
Open Mainframe Project
organization
IBM
organization
Z17 mainframe
product
Phoenix Software International
organization
Zcrafter
product
Northern Illinois University
organization
TensorFlow
product
MongoDB
product
Cockroach
product
Linux Foundation
organization
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