​🎉 The results are in! Meet the winners of the InterSystems External Languages Contest 👏

Thanks to everyone who participated and voted: your creativity is showing the world the power of combining #InterSystemsIRIS with Python, Java, JavaScript, and .NET!

🏅 See the top projects: https://community.intersystems.com/post/winners-intersystems-net-java-python-and-javascript-contest

​🔄 Tired of untracked schema changes? Manage your #InterSystemsIRIS database structure with #Liquibase, now fully supported via the open-source liquibase-iris extension 👇

https://community.intersystems.com/post/control-iris-database-schema-changes-liquibase

Bring your data into #DevOps pipelines with confidence and control!

​🔄 Want the best of both - ObjectScript and #Python? Learn how to embed Python inside your #InterSystemsIRIS classes and unlock seamless cross-language development 👇

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

Boost your IRIS projects with Python power — fully integrated!

​🧠 #InterSystemsIRIS 2024 brings #vector types to #SQL! Learn how to harness SQLEmbeddings for similarity search, clustering, and more, right in your #database 👇

https://community.intersystems.com/post/unleashing-power-vector-search-sql-embedding

Unlock powerful new search and #AI features with just #SQL! #VectorSearch

​🧠 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!

​⚙️ 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!

​🔍 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!