​🧠 Curious about #LLMs and RAG? Learn how #vectorsearch, context injection, and #InterSystemsIRIS come together in real-world #genAI applications 👇

https://community.intersystems.com/post/llm-models-and-rag-applications-step-step-part-i-introduction

Start building smart, contextual #AI with this step-by-step guide!

​☁️ At #Ready2025, we explored how managed services are redefining how organizations operate in the #cloud, enabling them to focus on what truly matters: their mission and patients.

Watch this #video to learn:
✅ Why managed services are essential for #automation, #scalability, and cost optimization.
✅ How trusted partners help organizations strengthen security while improving performance.
✅ How continuous insights from managed operations feed back into smarter product development and innovation.

https://community.intersystems.com/post/video-ready-whats-next-panel

In an era of digital transformation, managed services aren’t just support - they’re a strategic advantage.

​⚙️ Learn how to switch namespaces, traverse globals, and execute routines from #Python using the iris package in #InterSystemsIRIS 👇

https://community.intersystems.com/post/embedded-python-intersystems-iris-part-2

Unlock deeper IRIS integration with real-world embedded Python examples!

​🐍 Using #Python + Pandas with IRIS via #JDBC or #ODBC? Here's how to handle string quirks and get your data into dataframes for analysis and visualization 👇

https://community.intersystems.com/post/access-iris-database-odbc-or-jdbc-using-python

Tame #InterSystemsIRIS data in Jupyter Notebooks with clean, efficient queries!

​💻 At #Ready2025, we dove into full-stack development with #InterSystemsIRIS and #Python — using just #VSCode and today’s most popular tools for seamless object-relational mapping and #UI development 👇

https://community.intersystems.com/post/video-day-life-developer-data-platforms-roundup

Empower your team with the tools they already love and the scalability your data demands.

​✅ Want to validate your custom #FHIR Implementation Guide? Spin up this #InterSystemsIRIS for Health demo with #Docker and test compliance using real constraints and #Postman 👇

https://community.intersystems.com/post/fhirvalidation-validate-your-own-fhir-ig-using-iris

Ensure your FHIR data meets custom profile standards fast and easy!

​🤖 At #Ready2025, we explored how #InterSystemsIRIS empowers teams to deploy analytics, machine learning, and #AI directly on real-time operational data - no complex integrations required.

Watch this #video to see:
✅ How developers, data scientists, and analysts can build embedded analytics, data marts, and conversational data interfaces.
✅ What the latest advancements mean for #AI, #ML, and #cloud-enabled analytics.
✅ A preview of the roadmap shaping the future of InterSystems products and services.

https://community.intersystems.com/post/video-analytics-and-ai-intersystems-iris-zero-hero

Unify your data, accelerate insights, and bring intelligence closer to action!

​📂Learn how to prepare and vectorize your context — the key to accurate, #AI-powered responses. Featuring PDF ingestion and #InterSystemsIRIS integration 👇

https://community.intersystems.com/post/llm-models-and-rag-applications-step-step-part-ii-creating-context

Build smarter #GenAI apps with the right context and #vectorsearch!

​📺 Watch this #video to explore how #GenerativeAI is changing medicine and science, from easing the burden on #healthcare professionals to unlocking new possibilities in biology, molecular modeling, and drug discovery 👇

https://community.intersystems.com/post/video-words-molecules-how-ai-transforming-medicine-and-beyond

Discover how AI is rewriting the future of healthcare and science!

​🔍 Learn how to generate embeddings, perform #vectorsearch, and inject the perfect context into your #LLM query, all using #InterSystemsIRIS 👇

https://community.intersystems.com/post/llm-models-and-rag-applications-step-step-part-iii-searching-and-injecting-context

Turn questions into precise answers with real #RAG implementation steps!

🪟 Using #InterSystemsIRIS 2024.3 on Windows Server? #Python isn't bundled anymore, but now you choose the version! Learn how to set up the Flexible Python Runtime the easy way 👇

https://community.intersystems.com/post/use-flexible-python-runtime-feature-iris-windows-server

A bit of setup, a lot of flexibility — make embedded Python your own!

​🚀 At #Ready2025, we explored how #InterSystemsIRIS streamlines the journey from building your business application to running it in a highly available, scalable, and easily maintainable environment.

Watch this #video to discover:
✅ How recent advancements and upcoming features reduce configuration complexity.
✅ How #IRIS simplifies deployment and scaling across cloud and hybrid environments.
✅ What’s next on the roadmap for InterSystems products and cloud services.

https://community.intersystems.com/post/video-operations-scalability-intersystems-iris-zero-hero

Simplify operations, scale with confidence, and keep innovation moving forward!

​📷 Need to read barcodes in #InterSystemsIRIS? Ditch outdated tools like VB6! With Embedded #Python, pyzbar + opencv-python give you barcode scanning right inside IRIS 👇

https://community.intersystems.com/post/recognizing-barcodes-embedded-python

Modernize your stack with embedded vision and IRIS power!

​🧠 At #Ready2025, we shared how #InterSystemsIRIS Interoperability and #SerenityGPT were used to create reusable #RAG and Semantic Search solutions across enterprise knowledge resources, all powered by IRIS #VectorSearch.

Watch this #video to explore:
✅ Lessons learned from integrating large-scale knowledge data with Vector Search.
✅ Best practices for ingestion, #integration, and data cleansing.
✅ How combining InterSystems IRIS and SerenityGPT accelerates enterprise-grade #AI solutions.

https://community.intersystems.com/post/video-using-serenitygpt-build-out-application-genai-middleware-intersystems

See how innovation in #interoperability and #AI is transforming knowledge discovery and operational intelligence!

​☕️ Love Java but work with #InterSystemsIRIS? The Java External Language Gateway lets you call Java methods and use classes directly from ObjectScript, just drop in a JAR 👇

https://community.intersystems.com/post/java-external-language-gateway

Seamlessly connect your #Java ecosystem with IRIS!

​🔐 Deploying #InterSystemsIRIS in #Docker with WebGateway over #HTTPS? Learn how to programmatically configure #SSL connections with the Superserver, no manual setup needed 👇

https://community.intersystems.com/post/programmatic-configuration-ssl-connections-superserver

Secure your IRIS deployments the smart way — automated and scalable!

​At #Ready2025, we explored how the future of data and AI is unfolding, and how a strong data foundation is the key to unlocking real #GenAI potential.

Watch this #video to discover:
✅ The latest developments and future direction of #InterSystemsIRIS and #AI strategy.
✅ Why data architecture and governance are critical for successful AI initiatives.
✅ How you can accelerate your journey toward a smarter, faster, AI-powered future.

https://community.intersystems.com/post/video-data-platforms-vision-and-roadmap-ai-era-runs-data

The AI revolution runs on data - make sure your foundation is ready.

​🎄 End the year with a bang in the InterSystems Bringing Ideas to Reality Contest!

Pick an idea from the InterSystems Ideas Portal with Community Opportunity or Future Consideration status and turn it into a real working application.

🏆 Prize Pool: $12,000
🛠 Submissions: Nov 17–30, 2025
✅ Voting: Dec 1–7, 2025

Turn great ideas into reality — join the contest now 👉
https://community.intersystems.com/post/intersystems-bringing-ideas-reality-contest-2025

​📷 Need to read barcodes in #InterSystemsIRIS? Ditch outdated tools like VB6! With Embedded #Python, pyzbar + opencv-python give you barcode scanning right inside IRIS 👇

https://community.intersystems.com/post/recognizing-barcodes-embedded-python

Modernize your stack with embedded vision and IRIS power!

​📺 Watch this video to explore how #AI systems are evolving to remember context, take actions, coordinate tasks, and even debate one another to reach better decisions 👇

https://community.intersystems.com/post/video-next-leap-beyond-text-generation

Don't get lost in this rapidly evolving tech world!