using intersystemsdc/iris-ml-community:latest I failed with
Error: Invalid Community Edition license, may have exceeded core limit.
Shutting down the system : $zu(56,2)= 0Starting IRIS
What is the actual valid version with ML ??
using intersystemsdc/iris-ml-community:latest I failed with
Error: Invalid Community Edition license, may have exceeded core limit.
Shutting down the system : $zu(56,2)= 0Starting IRIS
What is the actual valid version with ML ??
There are always those who say that their child looks more like their mother or their father. How about using math and Artificial Intelligence to be sure? The facial-matching application can answer you.
See these results:

The InterSystems Ready 2026 Conference is approaching fast — it's a great time to prepare and check your knowledge before attempting one of the Certification exams onsite .
InterSystems certifications aren't easy: you need to practice with questions aligned to the real exam objectives.
exam-prep.es is a free platform built for exactly that: practice, identify weak spots, and show up better prepared.
* 1,200+ practice questions aligned with official certification objectives
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* Study material covering each exam's
I have a persistent class (GetOrgUpdatesResponse) that has a property which is a list of another persistent class (Organization).
What would be the best way to cascade deletes so that on deletion of a parent row each object in the list property is then also deleted?
I have included a sample of my classes here for clarity
Class Integration.ISIS.BO.SyncOrg.Custom.GetOrgUpdatesResponse Extends (%Persistent, Ens.Response)
{
Property Organizations As list Of Organization;// Cascade DeletionProperty NextUpdateBatchID As%String;Property ResultStatus As%String;
}Where Organization is

Picture a dark room. The only light comes from a wall of displays and a blinking prompt that politely informs you:
“LINK TO M-U5K-3T: HIGH LATENCY – DIRECT CONTROL DISABLED.”
Perfect.
You are supposed to be a Rover Commander in the Musketeer Corps. Somewhere absurdly far away, you have an autonomous unit parked on a hostile exoplanet. It wants you dead, but it’s also covered in minerals that could fund a small civilization.
The ore on M-U5K-3T is everywhere. Unfortunately, everything else on the surface is actively trying to kill you.
So, we don't pilot. We script.
You aren't driving a car; you are
Hello everyone,
I’m looking to implement Continuous Training (CT) as part of an MLOps strategy for some data science projects in IRIS. I want to automate the full cycle:
- Monitoring model performance & accuracy degradation.
- Retraining models automatically.
- Validating and updating production models.
I’ve looked into IntegratedML, but it seems more focused on the SQL interface for training (AutoML). Even with the new Custom Models (beta), which allows for more flexibility with Python, it doesn't seem to provide the "Continuous" orchestration out of the box.
I’d like to know:
I have installed personal community but still can't see the configure personal community option here. this is linux
Update (Feb 22): The migration has been successfully completed. You may still experience some temporary instability. If you notice any issues, please report them via DC GitHub.
Hi Developers!
Please note that the Developer Community will undergo scheduled maintenance on February 21–22, 2026.
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Hi everyone,
I am currently integrating a Sysmex analyzer with InterSystems Ensemble/IRIS using a Moxa NPort 5110. I have successfully verified the physical and serial layers, but I am facing two specific issues: a protocol sync error and a persistent TCP connection state.
Environment:
Interface: ASTM.
Gateway: Moxa NPort 5110 (TCP Client Mode).
Server: Ensemble Business Service (EnsLib.ASTM.Service.TCPService).
Port: xxxx.
Current Status & Observations:
Serial Layer: Verified. The Moxa "Async Monitor" shows RxCnt increasing when the instrument sends data. Hardware pins (DSR/CTS) are ON.
TCP
Hi developers!
Observing the avalanche of AI-driven and vibe-coding developer tools that have been appearing lately almost every month with more and more exciting dev features, I was puzzled whether it is possible to leverage it with InterSystems IRIS. At least to build a frontend. And the answer - yes! At least with the approach I followed.
Here is my recipe to prompt the UI vs InterSystems IRIS Backend:
Here is the result of my own exercise - a 100% prompted UI vs IRIS REST API that allows to list, create, update delete entries of a persistent class (Open Exchange,frontend source, video):
What is the recipe in detail?
Hi developers. Just want to share with you a finding that might save you a few important minutes of your developer life with InterSystems IRIS.

But!
It should work; you deployed the REST API correctly, and everything is just in place.
What can go wrong?
If one of your packages on OEX receives a review, you get notified by OEX only of YOUR own package.
The rating reflects the experience of the reviewer with the status found at the time of review.
It is kind of a snapshot and might have changed meanwhile.
Reviews by other members of the community are marked by * in the last column.
I also placed a bunch of Pull Requests on GitHub when I found a problem I could fix.
Some were accepted and merged, and some were just ignored.
So if you made a major change and expect a changed review, just let me know.
| # | Package | Review | Stars | IPM | Docker | * |
|---|---|---|---|---|---|---|
| 1 | iris-medmatch | a Great |
Hi Community!
Welcome to Issue #26 of the InterSystems Ideas newsletter! Let's look at the latest news from the Ideas Portal, such as:
✓ General Statistics
✓ Recently implemented ideas by InterSystems
✓ Recently implemented ideas by Developer Community members
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The standard %Net.HttpRequest library in InterSystems IRIS is powerful and comprehensive, but it can be verbose for simple operations. Writing an HTTP request often requires several lines of code to instantiate the class, configure the server, the port, HTTPS, add headers, and finally send the request.
When testing in the terminal, this configuration quickly becomes too heavy, and usually ends up with the creation of temporary methods...
FastHTTP was designed to address this need. This utility class provides a fluent and concise interface to perform HTTP calls in a single line, while automatically handling the underlying complexity (SSL/TLS, URL parsing, JSON encoding, headers, etc.).

Have you ever needed to change an IP or port before deploying an interface to production? Needed to remove items from an export? What about modifying the value(s) in a lookup table before deploying? Have you wanted to disable an interface before deploying? What about adding a comment, category, or alert setting to an interface before deploying to production?
If you’ve ever needed to make any changes to an interface or lookup table before deploying to production, then Export Editor is for you!
Export Editoris a Python/WSGI web application that provides a method for editing exports before
Hi Developers,
We are happy to announce the first InterSystems online programming contest of the year:
🏆 InterSystems Full Stack Contest 🏆
Duration: February 2 - March 1, 2026
Prize pool: $12,000
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We are happy to present the bonuses page for the applications submitted to the InterSystems "Full Stack Programming" Contest 2026
See the results below.
Hi Community!
@Joan Pérez published a review that it is not very clear what applications are available for InterSystems Package Manager. Thanks Joan! Indeed it deserves a post.
There at least two ways I know to showcase them:
1. Run find command in zpm:
|| Welcome to the Package Manager Shell (ZPM).|| Enter q/quit to exit the shell.
Hi Community,
Enjoy the new video on InterSystems Developers YouTube:
⏯ InterSystems IRIS & IRIS Health as a Managed Service @ Ready 2025
One objective of vectorization is to render unstructured text more machine-usable. Vector embeddings accomplish this by encoding the semantics of text as high-dimensional numeric vectors, which can be employed by advanced search algorithms (normally an approximate nearest neighbor algorithm like Hierarchical Navigable Small World). This not only improves our ability to interact with unstructured text programmatically but makes it searchable by context and by meaning beyond what is captured literally by keyword.
In this article I will walk through a simple vector search implementation that Kwabena Ayim-Aboagye and I fleshed out using embedded python in InterSystems IRIS for Health. I'll also dive a bit into how to use embedded python and dynamic SQL generally, and how to take advantage of vector search features offered natively through IRIS.
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IRIS makes SIEM systems integration simple with Structured Logging and Pipes!
We will start from the examples that we faced as Data Science practice at InterSystems:
This is an excellent candidate for a developer community post (like Dev.to, Medium, or the InterSystems Community). It bridges the gap between high-level architecture and hands-on implementation.
Here is the summarized article format.
As applications scale, handling heavy computational tasks synchronously becomes a bottleneck. Whether it's processing large data sets, sending high-volume emails, or managing API integrations, a decoupled architecture is essential.
I’ve recently developed %ZQueue, a process-based queue
The Clinical Staff Master Data Management (CSMDM) system is a full-stack healthcare integration application built on InterSystems IRIS for Health. It centralizes and standardizes clinical staff metadata into a single authoritative repository, exposed through RESTful CRUD APIs and reusable backend methods.
The platform eliminates fragmented lookup tables and hardcoded mappings that commonly cause errors in HL7 and FHIR integration workflows, ensuring data consistency and interface reliability.
This approach can be applied to other domains such as
Hi everyone,
This is the first time I'm dealing with a request of modifying a variable value in a UDF OnSQLTrigger on InterSystems TrakCare.
I can't find any documentation to address this issue, but basically, my goal is to modify the value of one of the fields in a table when it is first inserted.
This is basically what the code should do, namely, to change the content of the %d variable at a specific key.
I have done quite a bit of debugging and seen that the %d has been correctly modified after I set %d(51) = <something>, but the value saved in the database it is still the original %d(51)
Hi developers!
I'm testing vibecoding with ObjectScript and my silicon friend created a code-block that got me thinking "what's wrong"?
Here is the piece of code:
for i=0:1:(json.%Size()-1) {
set p = json.%Get(i)
if (p="value1")!(p="value2") {
quit1
}
AI wanted to quit from a method with a return value. Good intention, but bad use of the command.
And ObjectScript compiler compiles this code with no error(?) (syntax linter in VSCode says it's a syntax, kudos @Brett Saviano ).
But in action, it produces <COMMAND>, of course.
Wanted to share with you as this is a good case where return comma
Hi Developers!
Currently I have 2000+ lines in a class, and I think it's a lot already? What are the best practices?
if 10K lines OK? How do you cope with it? Please share?

Greetings,
As a long time Cache developer is there a way to get a copy of the Cache Studio that supports IRIS 2024.3? I do not have a WRC account? I need Studio just to experiment, not to build commercial software.
Thank you,
Everardo
Hi, Community!
👩⚕️If you need to access clinical data at scale, the InterSystems Bulk FHIR Coordinator can help!
Using the InterSystems Bulk FHIR Coordinator to Extract Clinical Data
We use local containers a lot for evaluation and development with Health Connect and other IRIS based applications.
When evaluating Podman Desktop on Windows as replacement for Docker Desktop, we are experiencing an issue with the durable %SYS:
The only way it works is when we use a named volume which then is located inside the WSL-Podman-Machine under /var/lib/containers/storage/volumes/...
With Docker Desktop we could simply bind-mount a folder inside our workspace, and could browse the folders inside the durable %SYS, this does not work with podman, IRIS won't start because of security