Insights & Thought Leadership

Articles on mainframe modernization, AI integration, and the future of enterprise computing.

Thought Leadership · May 2026

The Batch Window Does Not Follow the Workload

A company moved its core ledger to AWS. It never finished on time again. The compute was faster. The reason it failed is physics, not implementation.

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BATCH >
// The workload moved.
// The physics stayed.
// Physics won.
Thought Leadership · May 2026

People Can Sleep Peacefully With Mainframe

The exit narrative has been selling for thirty years. The mainframe has been running. Here is why the ones who stayed are sleeping peacefully.

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SLEEP >
// Exit narrative
// keeps selling.
// Mainframe keeps running.
Thought Leadership · May 2026

So You Decided Mainframe Is Cheaper Than Broadcom. Now What?

Gartner says the TCO math can favor mainframe over Broadcom’s VMware licensing. The business case is real. Here is what the business case leaves out.

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MIGRATE >
// The decision
// is the easy part.
// Plan the rest first.
Tools & Development · May 2026

How Much Every Single Row Counts

The IBM 3270 screen has been 24 rows by 80 columns since 1971. A conversation about why that never changed – and what four stolen rows taught us. Also: Zoolander, Homer, and Pulp Fiction weigh in.

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ROWS >
// 24. No more.
// No less.
// Every row earned.
AI & Mainframe (Bonus) · May 2026

Why AI Pilots Succeed and Productions Fail – The Mainframe Edition

The demo worked perfectly. Eighteen months later, nothing is in production. Pilot Purgatory is where enterprise AI goes to die slowly–and mainframe is where it is most dangerous, most common, and most expensive.

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PURGATORY >
// Demo is not
// evidence. Production
// is the real test.
Thought Leadership · May 2026

You Are a COBOL Programmer Whether You Know It Or Not

A functional language that compiles to COBOL just proved something the mainframe industry has known for sixty years: the abstraction layer doesn’t change what runs underneath.

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VOODOO >
// Abstraction layers
// don't change
// what's underneath.
AI & Mainframe · May 2026

Make the Mainframe Great Again – AI Security in the Enterprise

Zero Trust for AI is a 2026 initiative everywhere else. On mainframe, it is how the platform has always worked. RACF, SMF, least privilege – the security architecture AI tools should be built around, not against.

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RACF >
// Zero Trust since 1970.
// AI runs inside it.
// Not around it.
AI & Mainframe · May 2026

The Future – Mainframe in an AI-First World

The infrastructure is not going anywhere. The interface to it is changing faster than at any point in the last thirty years. What stays the same, what changes, and what mainframe professionals need to learn now.

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FUTURE >
// Same platform.
// New interface.
// Deep expertise wins.
AI & Mainframe · May 2026

AI and Mainframe Modernization – What It Actually Solves (And What It Doesn’t)

Modernization with AI is not a simple story. Some transformations work beautifully. Some fail spectacularly. The difference is understanding where AI adds genuine value versus where it creates new risks.

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MODERNIZE >
// Know where it
// works. Know where
// it fails.
AI & Mainframe (Bonus) · May 2026

Why the 7Rs Framework Fails COBOL Applications

The 7Rs migration framework breaks on COBOL because it applies decisions at the wrong level. A COBOL application is not a thing–it is a population of components with different ages, purposes, and risk profiles. Learn why component-level analysis requires runtime evidence, not documentation.

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7Rs >
// Unit of analysis
// is wrong. SMF
// data tells truth.
AI & Mainframe · May 2026

Building Data Pipelines for AI from Mainframe Data

Organisations building AI models increasingly need mainframe data. DB2 z/OS, IMS, VSAM – decades of high-quality financial data that most AI teams cannot access. Here is how to change that.

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DB2 CDC >
// Decades of data.
// The bridge builders
// are rare.
AI & Mainframe · May 2026

AI-Assisted Diagnostics – Abend Analysis and Performance Tuning on z/OS

AI does not replace mainframe expertise. It amplifies it. Where AI genuinely adds value in daily diagnostic work – abend analysis, performance tuning, pattern recognition on SMF data.

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S0C7 >
// 2 minutes.
// Root cause found.
// Fix in test.
AI & Mainframe · May 2026

The Institutional Knowledge Problem – What No AI Can Recover

The most dangerous knowledge on a mainframe is not in the code. It is in the heads of people who are retiring. What AI can and cannot recover, and why structured knowledge capture is urgent.

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RETIRE >
// Code stays.
// Context walks out.
// Capture it now.
AI & Mainframe · May 2026

Runtime Evidence as the Right Starting Point – SMF, CICS, and Job Logs

The mainframe generates more runtime evidence than almost any other platform. SMF TYPE 30, CICS journals, scheduler logs – this is the foundation for AI analysis on z/OS, not source code.

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SMF TYPE 30 >
// What ran. When.
// How long. Outcome.
// Start here.
AI & Mainframe · May 2026

What AI Can and Cannot Do with COBOL Source Code

AI tools can genuinely help with COBOL in specific ways. They also produce confidently wrong answers in specific ways. An honest breakdown from 35 years working with the language.

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COBOL >
// AI explains.
// AI infers.
// Verify both.
AI & Mainframe · May 2026

Why Mainframe is Different – The Execution Graph Problem

Most developers understand applications as programs that run on infrastructure. On mainframe, the infrastructure IS the application. Why this matters enormously when applying AI to z/OS systems.

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EXEC GRAPH >
// JCL. CICS. DB2.
// One system.
// Three layers.
AI & Mainframe · May 2026

Why Generic AI Tools Fail on Mainframe – and What Actually Works

AI vendors want you to believe code is just text. On a mainframe, code is a physical execution graph spanning three decades of IBM middleware. Why RAG pipelines fail and what approach actually works.

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RAG FAILS >
// Code is not text.
// It is a graph.
// Build the graph.
Career Advice · May 2026

Should YOU Choose Mainframe? A Five-Year Decision Framework

The first post laid out the constraints. This one helps you decide if they’re the right constraints for you. A five-axis framework for making a deliberate career choice, not a default one.

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RANK >
// Depth. Stability.
// Do the ranking.
// Know yourself.
Tools & Development · April 2026

The Quest for the Lost Holy Mainframe Treasure

A fully playable mainframe text adventure embedded in the post. RACF login, S0C7 abends, Change Management Cave snakes, and a T-Rex. Everything is based on real MVS conventions. Play it in the browser.

Read & Play
■ QUEST
3:17 AM · S0C7
847 unpaid
COBPAY03 fallen
> LOGIN
Tools & Development · April 2026

Bringing IBM Mainframe Languages to the Zed Editor

imZEDe brings full mainframe language support to Zed – JCL, COBOL with embedded DB2 and CICS, REXX, and HLASM. Tree-sitter grammars, ISPF-style colors, 100+ snippets. Free and open source.

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imZEDe v0.3.8 >
// JCL · COBOL
// REXX · HLASM
tree-sitter inside.
Career Advice · April 2026

Starting Mainframe Work at a Bank: What to Focus on in Your First 90 Days

Just started a mainframe role at a bank? Here is what to focus on in your first 90 days: ISPF fluency, JCL depth, reading COBOL, and the one habit that separates interns who get offers from those who don't.

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DAY 001 >
// Orient first.
Fix something real.
Write it down.
Career Advice · April 2026

Is Mainframe Work at Risk of Being Outsourced?

Application development has been offshored. Systems programming is a different story. An honest breakdown of outsourcing risk in mainframe careers, and how to position yourself for long-term security.

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OFFSHORE >
// Application work moves.
Systems knowledge
stays put.
Mainframe Modernisation · April 2026

The Hidden Risk in Every COBOL Migration Project

Most mainframe migration projects measure technical readiness and miss the real risk, the business context that has slowly disappeared around the code. An honest assessment from 35 years in the field.

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MIGRATE >
// The code is clean.
The context is gone.
That's the risk.
Career Advice · April 2026

Shifting to Systems Programmer, Is It Worth It?

A mainframe developer with years of COBOL experience is considering a shift to systems programming. Day-to-day reality, pay trajectory, learning curve, and an honest recommendation from 35 years in mainframe.

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SYSPROG >
// Own the platform.
Not just the code
that runs on it.
Career Advice · April 2026

Is Mainframe a Good Career Choice in 2026?

An honest answer from 35 years in the field. COBOL, z/OS, job security, pay trajectory, everything a new graduate needs to know about choosing mainframe as a career path.

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CAREER >
// Fewer developers.
More systems.
Do the math.
Thought Leadership · March 2026

AI Writes the Code. Who Talks to the Machine?

Everyone is talking about AI code generators. Nobody is talking about what happens when the code needs to run on a mainframe. The rise of AI is actually increasing the need for people who can connect to and operate mainframe systems.

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z/OS READY >
// AI wrote the code.
You still need to
talk to the machine.