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  • GenAI Is The Death Of Deterministic Project Budgeting

    June 15, 2026 Dan Darnell and Eric Whitcomb

    Like many of you in the IBM i community, we have been treading the AI waters for a couple of years now, starting with small proof-of-concept applications such as chatbots but progressing to far more advanced and complex code-to-AI interfaces.

    One such project leveraged AI for recurring Jaccard similarity index processing over large sets of business data. The small projects fool a person into thinking that the large projects are just more of the same but, in reality, large projects take you into the world of proprietary AI APIs and can be complex engineering efforts.

    We mostly use ChatGPT because …

    Read more
  • Who To Consult With On Your Cloud Strategy, And Who To Manage It

    May 18, 2026 Doug McMaster and John Klockenkemper

    If you run IBM i, you already know what operational discipline looks like. Tightly governed security models. Decades of validated business logic embedded in RPG and DB2 for i. Systems of record that have been running continuously since before “the cloud” was anything more than a weather term. Your platform is not fragile – it is, in many ways, the most stable and secure thing in your data center.

    But the world around IBM i has changed. As we discussed in our previous IT Jungle article, the latest IBM i Marketplace Survey data confirms what most shops already know: …

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  • Guru: IBM i Job Log Detective Brings Structure To Job Log Analysis In VS Code

    March 9, 2026 Gregory Simmons

    Remain Software has released a new Visual Studio Code extension called IBM i Job Log Detective, and it targets a pain point every IBM i developer understands: reading job logs efficiently.

    In addition to its marketplace availability, IBM i Job Log Detective is open source under the MIT license and can be found on GitHub at: https://github.com/RemainSoftware/jld

    There has never been anything wrong with IBM i job logs themselves. They are exhaustive, consistent, and remarkably detailed. When something fails, the job log contains the truth. The issue has always been consumption. Large QPJOBLOG files can run thousands of lines (or …

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  • Three Things For IBM i Shops To Consider About DevSecOps

    October 13, 2025 Michel Mouchon

    Way back in the Great Recession, when money was getting tight and the technical debt was getting high, the concept of agile infrastructure evolved into DevOps, the synchronization and coordination of application development, which likes to move fast, with IT operations, which likes to have things running in a stable fashion. The idea runs counter to half of the philosophy of Facebook founder Mark Zuckerberg, who has espoused the principle to “move fast and break things.”

    DevOps wants to move fast, but it most assuredly does not want to break things, and many millions of programmers and operations staff …

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  • Guru: A Faster Way To Sign A JWT

    July 21, 2025 Chris Ringer

    In my prior article, which you can read here, I discussed using the OpenSSL tool to asymmetrically sign a JWT. I like OpenSSL because it’s an open source solution available on many platforms and easy to use. But the decision to use OpenSSL should be coupled with the performance level expectations (the PLA) for your project.

    For instance, how many tokens will you need to create in a given interval? Will your newly minted tokens expire 24 hours from now or in 5 minutes? In my case currently, only about 5 JWTs are needed per day so …

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  • Eradani Uses AI For New EDI And API Service

    May 21, 2025 Alex Woodie

    Eradani this week rolled out a new service aimed at helping customers to accelerate their EDI and API integration projects. What’s unique about its new Managed API and EDI Integration Service offerings is that it uses a large language model (LLM) to essentially take the role of the experienced integration specialist.

    Eradani has been in the data integration business since Dan Magid founded the company in 2018. The Berkeley, California, company sells a tool called Eradani Connect that seeks to eliminate the complexity of data integration challenges involving the IBM i server, and to enable users to connect the IBM …

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  • IBM Bolsters Db2 for i With Tech Refreshes

    October 23, 2024 Alex Woodie

    IBM is delivering a handful of new database capabilities with the latest batch of Technology Refreshes for IBM i 7.5 and 7.4, including new function to create Universally Unique Identifiers (UUIDs), new capabilities for the security data mart, and various enhancements to SQL-based IBM i Services.

    A UUID is a random 36-character, 128-bit alphanumeric string that can be used to identify something, such as a row or table in a database, with near certainty that the identifier is unique, has never been used before, and will never be used again.

    The UUID system was first implemented by the Open Software …

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  • Eradani Taps GenAI for IBM i Integration Boost

    October 9, 2024 Alex Woodie

    Eradani introduced a new product last month that uses the power of generative AI to simplify the development of code for integration projects involving IBM i. The company says the new product, dubbed Eradani Assist, will allow customers to use natural language to tell the product to build specific application and data integrations, and the product will leverage one or more large language models (LLMs) to generate the integration code.

    Eradani calls its flagship product, Eradani Connect, an “integration hub” that manages communication into and out of the IBM i platform. The software supports application and data integration projects that …

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  • Open Source IBM i Build Tool Now Supports VS Code

    July 24, 2024 Alex Woodie

    A new release of the open source iBuild tool now supports VS Code, the developer of the tool recently announced. The new release also now fully supports ILE, which is critical to the future of the IBM i platform, the iBuild creator says.

    iBuild is a free build tool that automates the task of running all of a developer’s RPG source code through the IBM compilers. It’s been in active development for about eight years and can be downloaded from sourceforge.net/projects/ibuild.

    What makes iBuild unique is that it puts instructions on how to build objects into the header of …

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  • Guru: Web Concepts For The RPG Developer, Part 3

    July 22, 2024 Chris Ringer

    Greetings everyone. Articles part one and two were both an introduction on how to build components in an HTTP request. In part three, we will begin to connect the dots and discuss how to asymmetrically sign a simple string. If you ever need to send a secure HTTP request to a government agency or financial institution, you likely will authenticate with a signed token. So, here we go!

    Base64 Take Two

    In part one, the SQL scalar function BASE64_ENCODE embedded in RPG converted a string to base64. This technique will cover most use cases, but what if you need …

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