All time

Hi Community,

In this article, I will introduce my application iris-AgenticAI .

The rise of agentic AI marks a transformative leap in how artificial intelligence interacts with the world—moving beyond static responses to dynamic, goal-driven problem-solving. Powered by OpenAI’s Agentic SDK , The OpenAI Agents SDK enables you to build agentic AI apps in a lightweight, easy-to-use package with very few abstractions. It's a production-ready upgrade of our previous experimentation for agents, Swarm.
This application showcases the next generation of autonomous AI systems capable of reasoning, collaborating, and executing complex tasks with human-like adaptability.

Application Features

  • Agent Loop 🔄 A built-in loop that autonomously manages tool execution, sends results back to the LLM, and iterates until task completion.
  • Python-First 🐍 Leverage native Python syntax (decorators, generators, etc.) to orchestrate and chain agents without external DSLs.
  • Handoffs 🤝 Seamlessly coordinate multi-agent workflows by delegating tasks between specialized agents.
  • Function Tools ⚒️ Decorate any Python function with @tool to instantly integrate it into the agent’s toolkit.
  • Vector Search (RAG) 🧠 Native integration of vector store (IRIS) for RAG retrieval.
  • Tracing 🔍 Built-in tracing to visualize, debug, and monitor agent workflows in real time (think LangSmith alternatives).
  • MCP Servers 🌐 Support for Model Context Protocol (MCP) via stdio and HTTP, enabling cross-process agent communication.
  • Chainlit UI 🖥️ Integrated Chainlit framework for building interactive chat interfaces with minimal code.
  • Stateful Memory 🧠 Preserve chat history, context, and agent state across sessions for continuity and long-running tasks.

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Question
· Mar 4
Message Count

Looking for a SQL query or any other method to find the Unique/distinct message counts for all productions or at least per production namespace within a given time frame. For e.g TimeCreated = January 2025 (Whole month)

I have used the following, but its not restricting the numbers based on the TimeCreated filter. Every time a new message is processed by system, its added to the total. I am running the query in today's date

Select Sum(MsgCount)

From

(Select DISTINCT TargetConfigName, count(DISTINCT SessionID) as MsgCount

FROM ENS.MessageHeader

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Hello,

as it took me some time to figure out what's wrong, I would like to share this experience, so that you do not fall into the same trap.

I've just noticed that if you name your package "code" (all lowercase), in a class using some embedded python using [Language = python], you'll face the <THROW> *%Exception.PythonException <PYTHON EXCEPTION> 246 <class 'ModuleNotFoundError'>: No module named 'code.basics'; 'code' is not a package

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Introduction

To achieve optimized AI performance, robust explainability, adaptability, and efficiency in healthcare solutions, InterSystems IRIS serves as the core foundation for a project within the x-rAI multi-agentic framework. This article provides an in-depth look at how InterSystems IRIS empowers the development of a real-time health data analytics platform, enabling advanced analytics and actionable insights. The solution leverages the strengths of InterSystems IRIS, including dynamic SQL, native vector search capabilities, distributed caching (ECP), and FHIR interoperability. This innovative approach directly aligns with the contest themes of "Using Dynamic SQL & Embedded SQL," "GenAI, Vector Search," and "FHIR, EHR," showcasing a practical application of InterSystems IRIS in a critical healthcare context.

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I implemented a Python Flask application for the 2024 Python Contest with a page that provides common form fields for an outgoing email such as the To and CC fields. And it lets you input a message as well as uploading text based attachments.

Then using LlamaIndex in Python, the app analyzes the content you put in and returns to you in a result box if there is anything that should stop you from sending that email.

Take a look at the Github repo here.

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We are investigating option of populating .pdf Custom Properties Name-Value pairs with episode/billing information from the TrakCare database, using Logi Reports. Resulting .pdf would be stored in a designated network folder. Would welcome suggestions on feasibility / technique to achieve / code to achieve (or alternative approach).

Intent is for further (watcher) process to detect new .pdf file in network folder and determine actions and/or process flow based on Name-Value pair information in pdf's Custom Properties.

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Hello,

I am trying to connect to a web socket endpoint that potentially has a number of different IP addresses for load balancing purposes.

I have been asked whether it's possible to use a DNS name to resolve the IP address rather than statically assigning one specific IP address in the TCP Operation.

If it's not possible to resolve on a DNS name directly on the TCP operation, then I wondered whether it was possible to provide multiple IP addresses.

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My name is Malcolm King and I’m an experienced IT Professional seeking full time employment.
I have 25 years of experience in the software development industry, with a wide variety of skills and knowledge. I have been involved in writing both front and back end code, along with interfacing to multiple systems, using multiple languages such as Cache Objectscript, C#, Java, Javascript and SQL.

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Hi Community,

Immerse yourself in our fresh video on InterSystems Developers YouTube:

Data Fabric Demystified - Patterns and Examples @ Global Summit 2023

https://www.youtube.com/embed/7t7ntrAnQxY
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Hi Developers,

Start watching our latest video on InterSystems Developers YouTube:

North West London Integrated Care System Go Live with Health Connect Cloud @ Global Summit 2023

https://www.youtube.com/embed/YSEXYAIKzio
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Discussion
· Aug 21, 2023
AWS Batch

Has anyone tried AWS Batch with InterSystems IRIS docker images?

I have a noninteractive workload (but it requires internet access from the job to deliver results), so I'm considering using it as a simpler alternative to ECS since Fargate backs both, and that's enough for my use case.

I wonder if anyone tried and cares to share the results, issues, cfn templates.

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If you hold the InterSystems HL7 Interface Specialist certification, you can potentially get recertified and have your certification expiration date extended by five years by beta testing our new InterSystems HL7 Interface Specialist Recertification project. The project includes hands-on exercises to validate core skills for developers who use InterSystems products to build and test HL7 v2.x productions.

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Hi Community

I am using a standard DTL for Allergy Intolerance but it shows codes for Category and Severity Columns on cliinical viewer.

I have copied the standard DTL to my custom folder and I want to modify it to show descriptions for these two columns but I don't know how to do it.

Please see the below DTLs for Category and severity and advise how I can change them to get descriptions.

Category DTL section

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Question
· Jun 13, 2023
CDA to CDA transformation

Hi Community,

I am new to CDA to CDA transformation in ensemble, Can anyone explain how Match,Select,Varibel,Attribute,Copy,Method Will work in CDA transformation using xslt stylesheets

Smythee

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Deltanji 7.1 is now available.

Key updates include: 

* Interoperability Production component driver included, for customers who have purchased the add-on. You can watch a short demo of it here.
* Implement multi-select delete of objects and components
* Add setting to give a passable Beyond Compare launch command line
* Support simplified Locations & Routes diagram 

For more information, read the release notes here >> https://bit.ly/3mHyJHc

Please get in touch with support@georgejames.com for your release kit. 

The update is also available for Serenji debugger users on VS Code, which has the Deltanji solo edition embedded. Simply update the Serenji extension to version 3.2.3 or later and load the server-side code. 

 

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Hi Community,

Please welcome the new Global Summit 2019 video on InterSystems Developers YouTube Channel:

Rapid Intelligent Application Development

https://www.youtube.com/embed/IAPa7hoMJ5o
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Hey Community,

Enjoy the new video on InterSystems Developers YouTube:

First Vector Search on IRIS

https://www.youtube.com/embed/Q2CPHViuLmc
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