I recently started using Cursor/VSCode with an IRIS container for development rather than Studio/Terminal.
I've noticed that whenever I use %G (so basically all the time), when I exit %G, the terminal window simply closes, rather than returning me to my usual namespace prompt.
%G also does not retain the command stack like it does in old school terminal, so I'm forced to constantly retype every global reference.
Anyone figured out a solution to this? It's a relatively minor problem in the grand scheme of things, but a time consuming and irritating one.

When developing Python applications with InterSystems IRIS, you can quickly end up with several execution contexts:
- Python launched directly by IRIS with Embedded Python;
- a regular
python3process that loads the Embedded Python libraries from a local IRIS installation; - an external Python application that connects to IRIS through the official native driver.
These three cases are useful, but they do not behave exactly the same way for imports, system configuration, object APIs, and SQL access.
What was your READY experience like? 🎉
We’ve put together a bingo card — check out how many squares match your experience!
Mark the moments that happened to you or share them in the comments below.
And if you had a memorable READY moment that’s not on the card, tell us about it — we’d love to hear your story ✨

Hi everyone,
I’m thrilled to share that after several years of deep diving into the InterSystems IRIS data platform, I have finally summarized my project experiences into a new book IRIS (Data Platform) Programming Technical Guide. It is published by Beihang University Press, a prestigious central-level comprehensive publisher renowned for its leading role in aerospace, science, and technology publishing.
Writing this book was a significant engineering challenge for me. My goal was to bridge the gap between "understanding the syntax" and "building a production-ready project.
In v2026.1 we introduced support for a more robust and real-life secure authorization for your FHIR endpoints.
This is achieved by using SMART on FHIR v2 fine-grained scopes.

Focus - Not SMART in general, rather, the fine-grained scopes; Hands-on easy sample
#North American Demo Showcase entry.
>> Answer the question below to be entered in the raffle!
⏯️ Message Operational Data Store
Create an operational data store using the data flowing through your production. Create user-defined analytics tables based on fields and paths to their data from incoming documents with varying standards (FHIR, CDA, HL7v2, etc.).
Presenters:
🗣 @Kwabena Ayim-Aboagye, Sales Engineer at InterSystems
🗣 @Christopher Carmichael, Sales Engineer at InterSystems
🗣 @Jeff Semmens, Senior Sales Engineer at InterSystems
Hey Community,
Round 1 of the Community Bounty Program "Idea to Application" is officially open. Three ideas from the Ideas Portal are ready to be implemented — pick one or more, build it, publish it on Open Exchange, and earn Global Masters points.
🏅Every qualifying submission earns a Credly badge, Global Masters badge, and 10k+ points. Implement all ideas this round and unlock Tier 2 rewards.

Redoc is an Open Source solution capable of rendering API specifications in OpenAPI 2.0 or 3.0+ as very beautiful and functional web portals. Currently, to have something similar, we need the ZPM SwaggerUI extension or we need to install IAM - InterSystems API Manager and then configure the IAM Developer Portal. Well, now the community has one more option, iris-redoc. This solution installs a web application on your IRIS instance that uses Redoc to present a beautiful web portal for your REST APIs:

For those who learned Caché ObjectScript from scratch: what kind of personal or practice projects did you build to get comfortable with the language? I come from a C# background and I'm looking for project ideas that are small enough to be feasible but meaningful enough to actually teach the core COS concepts.
Hello Community!
We’re excited to invite you to our upcoming Hebrew webinar, presented by @Keren Skubach, an InterSystems Senior Sales Engineer:
👉A Practical Guide to Leveraging AWS Adapters and APIs 👈
📅 Date & time: June 2nd, 3:00 PM IDT
Discover how to accelerate cloud-based integration with InterSystems' native AWS adapters for S3, SQS, SNS, and CloudWatch.
This session provides a practical look at building modern interoperability workflows — from secure file ingestion and asynchronous messaging to automated notifications and centralized monitoring.
Recently, a question on the Community was asked by @Vermon Ferre about storing data from inherited classes in different globals. So, I decided to simulate the following behavior: I created a superclass called Article.MainClass and two subclasses, Article.Class1 and Article.Class2. By default, when each class extends %Persistent IRIS creates independent storage structures for them. This will work as intended if the first class in the list of superclasses is %Persistent. But it also means that if there are any parameters in the main class, they will be lost, because only parameters from the first class in the list get inherited.

IRIS 2026.1 provided Partitioned Tables as a new option for large data sets
It's a great improvement as it offers standardization of this feature.
Though:
It was possible also before, matching requirements and leaving room for creativity.
less elegant with a bit more coding and fewer automatisms.
Hi Community!
Welcome to Issue #29 of the InterSystems Ideas newsletter! Let's look at the latest news from the Ideas Portal, such as:
✓ General Statistics
✓ Results of the sweepstakes asking for topics for tutorials
✓ New Community Bounty Program "Idea to Application"

Hi Community!
We are excited to announce that the Hospitals On FHIR Meetup will take place during SantExpo 2026!
📅 Date: May 20, 2026, starting at 6:30 PM CEST
📌 Location: HIFE Paris Issy, 15 Rue Guynemer, 92130 Issy-les-Moulineaux, France

Hi Community,
Enjoy the new video on InterSystems Developers YouTube:
⏯ Learning InterSystems Reports - A Real World Use Case @ Ready 2025
Welcome to another installment of the Platforms Update. A few notables to highlight:
- Ubuntu 26.04 has been released, and corresponding IRIS support is coming soon.
- IRIS 2026.2 will bring an end to support for Ubuntu 22.04 and Windows 10.
- Revised minimum CPU specifications are in effect for 2025.3+
For those newly acquainted with these communications, this update provides details about recent enhancements as well as anticipated changes based on current information; however, future projections remain uncertain and the content should not be interpreted as a definitive product roadmap.
Introduction
Today, coding assistants like Claude, GitHub Copilot and Cursor have transformed the way developers write code. However, these tools are limited by being isolated from the systems and data sources that developers work with daily. This limitation can be overcome through the Model Context Protocol (MCP), an open standard designed to connect AI assistants to external data sources and tools in a secure and standardized way.
In this review article, we'll explore the current state-of-the-art regarding the MCP within the InterSystems ecosystem.
I was really surprised that such a flexible integration platform with a rich toolset specifically for app connections has no out-of-the-box Enterprise Service Bus solution. Like Apache ServiceMix, Mule ESB, SAP PI/PO, etc, what’s the reason? What do you think? Has this pattern lost its relevance completely nowadays? And everybody moved to message brokers, maybe?
Wiki time: An enterprise service bus (ESB) implements a communication system between mutually interacting software applications in a service-oriented architecture (SOA) .
When IRIS 2023.2 reaches general availability, we’ll be making some improvements to how we tag and distribute IRIS & IRIS for Health containers.
IRIS containers have been tagged using the full build number format, for example 2023.1.0.235.1. Customers have been asking for more stable tags, so they don’t need to change their dockerfiles/Kubernetes files every time a new release is made. With that in mind, we’re making the following changes to how we tag container images.
Major.Minor Tags: Containers will be tagged with the year and release, but not the rest of the full build number.
Background
For a variety of reasons, users may wish to mount a persistent volume on two or more pods spanning multiple availability zones. One such use case is to make data stored outside of IRIS available to both mirror members in case of failover.
- VS Code version 1.60.0 and above
-
install below 3 extensions

- Ctrl + Shift + P show all commands
- InterSystems: Connect to Server
-
input connection details
IP:localhost
Port: 52773
choose global & http connection method
Input username and password of Intersystems management portal
screenshot for success connection:
Hello, thanks for your time reading this question.
We are receiving each day, alerts from one of our four Production nodes. It always has the same text:
[InterSystems IRIS SEVERE ERROR gchciris4.canariasalud:ENSEMBLE] [Utility.Event] [SYSTEM MONITOR] CSPGatewayLatency(127.0.0.1:443) Alert: CSPGatewayLatency = 5001.304, 5001.233, 5000.964 (Max value is 2000).
We have looked for it in the documentation here:
https://docs.intersystems.com/latest/csp/docbook/DocBook.UI.Page.cls?
1. vscode extensions : intersystems.language-server-2.8.0@linux-arm64.vsix
2. api/atelier web application is enabled

3. vscode connect failed.
The third developer previews of InterSystems IRIS® data platform, InterSystems IRIS® for Health, and InterSystemsHealth Connect™ 2026.1 have been posted to the WRC developer preview site. Containers can be found on our container registry and are tagged latest-preview.
These developer previews includes the dropping of Mac Intel support starting from 2026.1.0, and the adding back of Windows Server 2019 support to 2026.1.0.
Initial documentation can be found at these links below:
#North American Demo Showcase entry.
>> Answer the question below to be entered in the raffle!
⏯️ AI-Assisted Rare and Complex Disease Detection
This demo shows how InterSystems Health Gateway can be used to pull in outside patient records from networks like Carequality, CommonWell, and eHealth Exchange, creating a more complete longitudinal view in a clinical viewer. That full record is then analyzed by AI to surface potential rare disease considerations with clear reasoning, helping clinicians see patterns they might otherwise miss.
Presenters:
🗣 @Jesse Reffsin, Senior Sales Engineer at InterSystems
🗣 @Georgia Gans, Sales Engineer at InterSystems
🗣 @Annie Tong, Sales Engineer at InterSystems
At READY 2026, for the very first time, we held a customer hackathon — and it was an amazing experience!
The hackathon took place on the pre-event day at 9 am. Some participants, like me, arrived early due to jet lag—but that actually helped us connect with fellow hackers before the event kicked off.

The Beginning
Hi Community,
In our two preceding articles, we explored the fundamentals of the Interoperability Embedded Python (IoP) framework, including message handling, production setup, and Python-based business components.
In this third piece, we will examine advanced methodologies and practical patterns within the IoP framework that are pivotal for real-world interoperability implementations.
We will explore the following topics:
✅ DTL (Data Transformation Language) in IoP
✅ JSON Schema Support
✅ Effective Debugging Techniques
Collectively, these features help us create maintainable, validated, and easily troubleshootable production-grade interoperability solutions.
This article presents a straightforward approach to automatically and efficiently tune hyperparameters for machine learning models using Optuna as the optimisation framework. We explore how to use both Optuna’s native storage options and InterSystems IRIS as a database backend to track the progress of hyperparameter searches. We also show how MLflow can be used to monitor experiments and manage models through its tracking and model registry UI.
This article is based on this Kaggle Notebook, which you can run and directly edit yourself.
Intro
If you ever wondered how to debug some requests that are being made to or from IRIS, well here is a little tutorial on how to do that.
During a complex project, usually you get the specifications and implement the communication between IRIS and other things based on that. But from the paper to the real world there's usually a huge gap and you need to know why you are receiving an error on a parameter, on a header, you are not receiving the data and so on.
Key Responsibilities & Requirements
Core Infrastructure & Cloud Management
- Full-Stack Administration: Maintain and optimize both Linux (Ubuntu/RHEL) and Windows Server environments.
- Cloud Orchestration: Take full ownership of VM cloud infrastructure, including provisioning, health monitoring, backup and resource scaling.
- Policy Governance: Design and enforce comprehensive SysAdmin and Deployment policies (CI/CD pipelines, automated provisioning, and security hardening).
InterSystems Database Administration
- Platform Expertise: Expert-level administration of both InterSystems IRIS and Caché.

