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This anthropic article made me think of several InterSystems presentations and articles on the topic of data quality for AI applications. InterSystems is right that data quality is crucial for AI, but I imagined there would be room for small errors, but this study suggests otherwise. That small errors can lead to big hallucinations. What do you think of this? And how can InterSystems technology help?

https://www.anthropic.com/research/small-samples-poison

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Only method/routine executed as "do Method..." is included into $ESTACK.
How can I modify a method or routine that returns a value so it can be included in $ESTACK?
Example upon executing via Studio Debug ($ESTACK is converted to string with ">" delimiter):
Expected: stackstr = %Debugger.System.DebugStub > LogGenerate > Entry > DirChain > Attributes > LogNew > LogSize > LogFormat > LogWrite
Processes DirChain, LogNew, LogSize, LogFormat are executed as "If Method..."

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I have a quite complex FHIR Implementation Guide (IG) which is based on several other FHIR IGs. It's likely the versions of IGs conflict with each other.

From what I understand, I would need to load in all the other FHIR IG's first?

I don't actually need FHIR profiles to be in our FHIR Repository - I'm just after terminology and the examples for our test system.

Is it possible to load a FHIR IG just as data? (I think I mean here, ignore the FHIR profiles and dependencies between them)

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Let’s shine a light on the amazing authors and contributors of our October Article Bounty! 💙
Huge thanks to everyone who joined in and shared their knowledge.

A special mention goes to those who created brand-new articles and shared their expertise — each received 5,000 points 🎉

1. @Robert Cemper >> "Sample for Beginners with Streams in IRIS"
2. @Vachan C Rannore >> "What I’ve Learned from Multiple Data Migrations"
3. @Harshitha >> "Tips on handling Large data"

And also to those who joined the challenge and helped us in the search for interesting articles (each received 30 points 🙌):

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Question
· Nov 6
What is MQTT Broker

Hi Guys,

I'm a newbie in term of MQTT clients & brokers, and I've created a MQTT adapter to connect to a broker and I asked our system admin for the user/pass and the URL and this where we got stuck.

The admin is saying that all he has is IP address to the PEM key to the server itself, so my question is, is the broker the server itself and the url is the url to the server or is the Broker an application (eg. Mosquito) that runs in a server and if that's the case and if its Mosquito, where do I find the connection details to it (user/pass & URL) ?

Thanks

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InterSystems FAQ rubric

When exporting using the Export() method of the %Library.Global class, if the export format (fourth argument: OutputFormat) is set to 7, "Block format/Caché block format (%GOF)," mapped globals cannot be exported (only globals in the default global database of the namespace are exported). To export mapped globals in "Block format/Caché block format (%GOF)," specify the database directory to which you want to map them in the first parameter of %Library.Global.Export().

An example of execution is shown below.

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Hi, Community!

Looking for an efficient way to allow providers to see whether prior authorization is required? See how the Coverage Requirements Discovery (CRD) module of the InterSystems Payer Services ePrior Authorization solution can help:

Coverage Requirements Discovery

https://www.youtube.com/embed/MY1If1CEjrM?utm_source=youtube&utm_medium=social&utm_campaign=MY1If1CEjrM
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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:

From Words to Molecules: How AI Is Transforming Medicine and Beyond

https://www.youtube.com/embed/YK___IalmYE
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Hey Community!

We're happy to share a new video from our InterSystems Developers YouTube:

Document Server: Improving Performance While Reducing Stored Data @ Ready 2025

https://www.youtube.com/embed/JqCIXcvVxWc
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When I started my journey with InterSystems IRIS, especially in Interoperability, one of the initial and common questions I had was: how can I run something on an interval or schedule? In this topic, I want to share two simple classes that address this issue. I'm surprised that some similar classes are not located somewhere in EnsLib. Or maybe I didn't search well? Anyway, this topic is not meant to be complex work, just a couple of snippets for beginners.

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as a developer who uses Cache as DB for couple of projects I'm using REST API's every time, so knowing how to consume a resource from REST API and in my opinion its crucial to know how to consume external REST Api's using %Net.HttpRequest because its enables integration with modern web application and serveries and its crucial skill for a backend developer who love and used Cache as DB

what and who is %Net.HttpRequest

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Hello and welcome to the October 2025 Developer Community YouTube Recap.
InterSystems Ready 2025
By Don Woodlock, Sean Kennedy, Alex MacLeod, Erica Song, James Derrickson, Julie Smith, Kristen Nemes, Varun Saxena, Dimitri Fane, Jonathan Teich, Judy Charamand
By Thomas McCoy
By John Paladino, Mike Brand, Mike Fuller, Peter Cutts
By Stefan Wittmann, Raj Singh
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