Vibe the Module, Not the Data


While working with the FHIR to OMOP Service, I've seen good FHIR synthetic data being created using commercial LLM's etc, custom tailored for ConditionOnset with the typical amazement on return, but witnessed some questionable trust first hand on a call. This approach also falls short generating gigantic payloads so I can go back to my interests on the backend and ensure smooth data transition.

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InterSystems Developer Community is a community of 25,131 amazing developers
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Hi Community,

In the first part of this series, we examined the fundamentals of Interoperability on Python (IoP), specifically how it enables us to construct such interoperability elements as business services, processes, and operations using pure Python.

Now, we are ready to take things a step further. Real-world integration scenarios extend beyond simple message handoffs.They involve scheduled polling, custom message structures, decision logic, filtering, and configuration handling.In this article, we will delve into these more advanced IoP capabilities and demonstrate how to create and run a more complex interoperability flow using only Python.

To make it practical, we will build a comprehensive example: The Reddit Post Analyzer Production. The concept is straightforward: continuously retrieving the latest submissions from a chosen subreddit, filtering them based on popularity, adding extra tags to them, and sending them off for storage or further analysis.

The ultimate goal here is a reliable, self-running data ingestion pipeline. All major parts (the Business Service, Business Process, and Business Operation) are implemented in Python, showcasing how to use IoP as a Python-first integration methodology.

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Hi, Community!

If you need to help providers meet a payer's documentation requirements, see how the Documentation Templates and Rules (DTR) module of the InterSystems Payer Services ePrior Authorization solution can help:

Documentation Templates and Rules

https://www.youtube.com/embed/SKZ_pz6GkUY?utm_source=youtube&utm_medium=social&utm_campaign=SKZ_pz6GkUY
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Hi Community!

Black Friday is here and this year, it’s all about discovering the best deals on Global Masters! Complete a short set of fun challenges, learn a few new things and collect extra points along the way.

From November 20 to November 30, join our Black Friday adventure: Find your deal on Global Masters.


🎯 During this period only:

  • All asks which have a black cover will award double points during this period
  • Inviting new Developer Community members through the Referral Program will also give 2× points when the invitee registers on DC.
  • Everyone who completes the Black Friday journey will enter the raffle for a special prize - Prixton 1080P Matisse Mini Projector! 🎁

Don’t miss your chance! The Black Friday hunt ends November 30.

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Article
· Jan 19, 2024 4m read
Querying Dynamic Data using ASQ

IRIS 2023.3.0 ASQ

Abstract Set Query, ASQ, is a super set of JSON Path Language, JPL, which was first introduced by the 2016 ISO SQL Standard. JPL is only defined within the context of SQL. In 2023.3, we introduced classes that implement ASQ. It works on any implementation of %Library.AbstractSet. The complete syntax for ASQ will be documented later. This is just a quick introduction to a few of its features. This implementation comes with a nice utility as well. You will know it when you see it!

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Hi community!

I am excited to say that since the beginning of this year we have published many of the client SDKs for InterSystems IRIS, InterSystems IRIS for Health and Health Connect to the corresponding external repositories (Maven, NuGet, npm and PyPI). This provides many benefits to you such as:

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Hi Developers,

Following the resounding success of last year's new contest, we decided to repeat it. Please welcome

🏆 Bringing Ideas to Reality Contest 🏆

Submit an application that implements an idea from the InterSystems Ideas Portal that has status Community Opportunity or Future Consideration, created before the publication of this announcement, and requires doing the actual programming 😉

Duration: November 17 - December 7, 2025

Prize pool: $12,000

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Hey Community!

We're happy to share the next video in the "Code to Care" series on our InterSystems Developers YouTube:

⏯ The Next Leap Beyond Text Generation

https://www.youtube.com/embed/VzNkYabpBt0
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The 2025.3 release of InterSystems IRIS® data platform, InterSystems IRIS® for HealthTM, and HealthShare® Health Connect is now Generally Available (GA). This is a Continuous Delivery (CD) release.

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Hi everyone,
I'm getting prepared to take the following certification exam: "InterSystems IRIS Development Professional".

Can you give some advice on how to prepare (aside from the official course page: https://www.intersystems.com/certifications/intersystems-iris-development-professional/ )?
Do you have examples of quiz questions that simulate the real exam or any material that helped you getting prepared?

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Hi,

We currently have a zen page we created to show all existing tasks and their states (Running or Stopped) as below, is the a way to do the same and create a page where we can list all Business Services of a production, state and to either Stop or restart them?

Thanks

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Hi Community,

We’d like to remind everyone of the value your feedback and observations bring to improving InterSystems products. Our customer support is world-famous, but if you're not a formal customer yet it can be confusing how to engage with us. We have now filled that gap.

Every time you notice an issue - whether it’s a broken feature, a UI glitch, or something that just doesn’t work as expected - the Ideas Portal is now also the way to submit bug reports.

***REMEMBER: If you have access to WRC and your bug is time sensitive, please submit the report via WRC as usual!***

Here’s how it works:

1. Go to the Ideas Portal and click Add a new idea

2. Provide the title, short description, choose “Bug reports” in the category field, and click Next

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InterSystems Official
· Feb 27, 2023
VS Code ObjectScript releases v2.6.0

I'm pleased to announce version 2.6.0 of the VS Code ObjectScript extension, containing a number of enhancements that make a developer's life easier. Some highlights are described below. As always, find the full list of modifications in the CHANGELOG, including many bug and vulnerability fixes.

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Now Under Heavy Rotation, Your IrisCluster Secrets

A few days before Kubecon, the external-secrets-operator went GA with 1.0.0 and is set to ride shotgun for Kubernetes Secrets Management and put Vault in the backseat. You can glance at the "Providers" list for the solution and immediatley understand that you can leave the "which Secrets Manager" conversation to others while you do your job utilizing external secrets on your IrisCluster workloads, which by my count with the operator and a single IrisCluster is more than a fistful of secrets of different types, even under a single tenant. So let them sprawl, the secrets managers that is, not the secrets.

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Hello

I'm using from visual code. My routines are server-side files. If I try to search patterns in files (e.g find all routines containing the string "version=3") , the search runs but didn't find anything. If I do the same search from the management portal, it finds all routines including this pattern with a good performance.

regards Matthias

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Modern data architectures utilize real-time data capture, transformation, movement, and loading solutions to build data lakes, analytical warehouses, and big data repositories. It enables the analysis of data from various sources without impacting the operations that use them. To achieve this, establishing a continuous, scalable, elastic, and robust data flow is essential. The most prevalent method for that is through the CDC (Change Data Capture) technique. CDC monitors for small data set production, automatically captures this data, and delivers it to one or more recipients, including analytical data repositories. The major benefit is the elimination of the D+1 delay in analysis, as data is detected at the source as soon as it is produced, and later is replicated to the destination.

This article will demonstrate the two most common data sources for CDC scenarios, both as a source and a destination. For the data source (origin), we will explore the CDC in SQL databases and CSV files. For the data destination, we will use a columnar database (a typical high-performance analytical database scenario) and a Kafka topic (a standard approach for streaming data to the cloud and/or to multiple real-time data consumers).

Overview

This article will provide a sample for the following interoperability scenario:

Open Exchange app
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Hi Community!

We’re excited to announce a brand-new sweepstakes. This time, the theme is:

💡 Initial Developer Experience 💡

We want to hear your thoughts on how we can make the very first steps with InterSystems technologies smoother, clearer, and more inspiring. Whether it’s documentation, onboarding, setup, or tutorials, your ideas can make a real difference!

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Hey Developers,

Enjoy the new video on InterSystems Developers YouTube

⏯ Data Platforms Vision and Roadmap - The AI Era Runs on Data @ READY 2025

https://www.youtube.com/embed/RraVMIIEolk
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Here are the technology bonuses for the InterSystems "Bringing Ideas to Reality" Contest 2025 that will give you extra points in the voting:

  • Developer Experience idea implemented - 4
  • IRIS Vector Search usage -3
  • Embedded Python usage -3
  • InterSystems Interoperability - 3
  • InterSystems IRIS BI - 3
  • VSCode Plugin - 3
  • FHIR Tools - 3
  • Docker container usage -2
  • ZPM Package Deployment - 2
  • Online Demo -2
  • Find and report a bug - 2
  • Code Quality pass - 1
  • Article on Developer Community - 2
  • The second article on Developer Community - 1
  • Video on YouTube - 3
  • YouTube Short - 1
  • First Time Contribution - 3

See the details below.<--break->

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Hey Community,

We're pleased to invite everyone to the upcoming kick-off Webinar for InterSystems "Bringing Ideas to Reality" Contest!

During the webinar, our speakers will explore the Community Opportunity Ideas from the InterSystems Ideas Portal, which are the topics of this programming contest. They will show how to develop, build, and deploy applications using the InterSystems IRIS data platform.

Date & Time: Monday, November 17 – 10:30 am EST | 4:30 pm CET

https://www.youtube.com/embed/E5OiMogavmw?si=gydFhw8Db5Kmi-nX
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In my previous article, I structured network communications
in these 3 possible layers, and covered the last

  • Client <---> Transport
  • Server <---> Transport
  • Client <---> Server

In fact, you have the most control over the last one.
The IRIS side as a server is yours and under your full control.
Up to now, the Transport layer was assumed to be as passive as a bare wire.

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