I've seen that %JSON.Adaptor makes it easy to serialize and deserialize objects to JSON, but I've also seen people building custom serialization logic. Are there scenarios where %JSON.Adaptor falls short, such as handling nested objects, null values or custom field naming conventions? What has been your experience?

Sara is my entry for the InterSystems AI Agents for FHIR contest. Feel free to try out Sara and vote for Sara on the contest page.

https://youtu.be/UAjI9O848wU?si=BWTVk9gsV4xTOlUj

• Sara-1.5-4B on Hugging Face
• MedToolCalling on Hugging Face
• Sara on GitHub

Physicians spend only 47% of their work time on direct patient care [1]. The rest goes to EHR administrative tasks: order entry, documentation, prior authorizations, with 43% of their time spent on a clinical computer [2]

Healthcare billing isn’t a pipeline. It’s a conversation about trust. 

Every day, millions of clinical transactions flow from doctors’ keyboards to insurance ledgers. Standard health IT systems are built to count these transactions. They store them. They organize them. 

They route them. But standard systems don't notice them. 

We’ve built faster and faster databases to process claims, but we forgot to ask: Does this claim make sense? 

Because we don’t ask in real-time, we’ve accepted a compromise. We pay first, wait six months, and then hire forensic auditors to find the mistakes.

In .NET projects I usually rely on appsettings per environment. In IRIS Productions, settings are stored per component and seem tied to the namespace. What strategies do you use to manage different configurations across environments without manually changing settings every time you promote a Production?

Hi Community,

We're excited to invite you to the upcoming webinar: 

👉 Can FHIR also serve as input for operational management? 👈

🗓️ Date & Time: Wednesday, June 10th, 10 am CEST

In the previous article, we used pyprod to create production components while relying on the UI for production configuration. That same production can now be defined entirely in Python:

from intersystems_pyprod import Production, ServiceItem, ProcessItem, OperationItem

iris_package_name = "HelloWorld"

class MyProduction(Production):
    services = [
        ServiceItem(
            "MyServiceName",
            "HelloWorld.MyService",
            host_settings={"target": "MyProcessName"},
        )
    ]
    processes = [
        ProcessItem(
            "MyProcessName",
            "HelloWorld.MyProcess",
            host_settings={"target": "MyOperationName"},
        )
    ]
    operations = [
        OperationItem("MyOperationName", "HelloWorld.MyOperation")
    ]

The problem

How many times have we migrated an IRIS Instance to another machine, maybe even another version, and after a few days realized we forgot that one SSL Configuration critical for a Business Operations to work? Or maybe a credential, or a lonely class in a package by itself?

The solution

The simple solution is to make a checklist¹. A checklist of the entities we have to move. But simple checklists on Word documents are often forgotten, or just ignored.

Hello everyone,

The InterSystems Learning Services Certification Team is pleased to announce the release of the HealthShare Unified Care Record Deployment Specialist Certification exam. The exam is now available for purchase and scheduling in the InterSystems exam catalog.

Welcome to the monthly recap of updates and releases to VS Code and InterSystems-related extensions relevant to IRIS developers. 

Don’t forget, if you’re migrating from InterSystems Studio to VS Code, or want to deepen your knowledge, check out the VS Code training courses from George James Software: georgejames.com/vscode-training. 

This recap covers the four VS Code releases in May: v1.119, v1.120, v1.121, and v1.122.

Editor and navigation

• Quieter inline suggestions (v1.

Hi all,

I'm working on a DICOM router in InterSystems IRIS, based on the workshop-iris-dicom-interop (https://github.com/intersystems-ib/workshop-iris-dicom-interop) example on GitHub. I'm using EnsLib.DICOM.Process to route incoming images to different PACS destinations, where the target system is decided at runtime via a database lookup.

I've run into two issues I'd love some guidance on:

1. Dynamically changing the destination without disrupting transactions

Right now, if I want to send to a new PACS target, I'd need to add a new Business Operation and call

In the previous IoP article, I showed how IoP can expose Python messages to DTL by generating JSON schemas. That is useful when the message is primarily a Python object and we want the IRIS tooling to understand its structure.

This time, the direction is a little different.

Starting with IoP 3.7.1, a PersistentMessage can now be a native IRIS message body class. The Python class is still the source code you write, but the generated IRIS class extends Ens.MessageBody

READY is right around the corner, and this year the Application Services team from InterSystems will be hosting a IPM Users GroupMeeting during the conference!This will be held Wednesday, April 29^th during lunch from 12:30 – 1:30 (lunch will be served at the meeting room).

IPM version 0.10.7 was released on May 29th, 2026. As usual, you can check it out on the GitHub page or through the Community Registry.

Highlighted Features

Utility Scripts iriscli and ipm

IPM is now bundled with two convenience scripts that are runnable from a standard terminal. iriscli launches an interactive IRIS terminal and runs IPM commands directly. These are automatically installed to both ~/.local/bin/ and , so they work inside and outside of containers (Unix/Linux only).

Examples:

I have several Business Operations that share similar behavior, like building HTTP headers or parsing a specific response format. In C# I would extract this into a service class or a base class. What is the recommended way to do this in IRIS? Should I use a utility class, a common superclass, or is there another pattern the community prefers?

I have a Business Process that needs to call an external API that may take several seconds to respond. I'm worried that keeping the BP blocked waiting for the response could affect the overall Production throughput. Is there a recommended pattern for handling async calls inside a BPL or custom BP class to avoid this kind of bottleneck?

Hey everyone.

My team and I have a rare opportunity to start from scratch, and I am keen to know what things others that have gone through a similar process did differently. Obviously there's the immediate benefit of losing any technical debt that has built up over 10+ years of an ever changing environment along with many organisational changes and merges, but I'm thinking about the things that we can do to make life a lot easier for the next 10+ years.

Hi, we are trying to adapt the solution to use the IKO but we have problems deploying the webgateway on our company clusters, our clusters requires to have a specific definition on the securityContext due security concerns, it's possible to set those values trough the IrisCluster CRD? or we cannot use it from it? Should I open a WRC to handle this?

create Pod iris-webgateway-0 in StatefulSet iris-webgateway failed error: pods "iris-webgateway-0" is forbidden: ValidatingAdmissionPolicy 'prevent-root-run' with binding 'prevent-root-run' denied request: Containers should run with securityContext.runAsNonRoot or securityContext.runAsUser != 0. To learn more, check out the documentation: https://build.roche.com...