​📚 Dive into the world of #DataScience and language model with our latest article! Learn how to load a recipe dataset into #InterSystemsIRIS using Foreign Tables and analyze it using #LLMs with Embedded #Python 👇

https://community.intersystems.com/post/load-recipe-dataset-foreign-tables-and-analyze-it-using-llms-embedded-python-langchain-openai

Explore the powerful combination of Langchain and OpenAI for a unique and insightful journey!

​📽️ Watch this #video for a real-life example of how to embed text data as vectors, perform #vectorsearch, and create an interface with #LLMs to generate a response based on #InterSystemsIRIS demo chatbot 👇

https://community.intersystems.com/post/video-exploring-basic-rag-application

Explore the basics of RAG!

​📷 Watch this #video to learn about vector embeddings, the relationship between them and #LLMs and the challenges of the modeling language, as well as its potential 👇

https://community.intersystems.com/post/video-what-are-embeddings

Dive deeper into the #GenAI!

​🔒 Can Language Learning Models (#LLM) and Protected Health Information (PHI) coexist securely? 🤔

In #healthcare, protecting sensitive data is non-negotiable. But did you know that simply turning data into numbers doesn’t guarantee privacy?

In our latest #video, we explore:
📊 Why caution is essential when using LLMs with PHI
🔑 Strategies to maintain confidentiality
🔄 How Retrieval Augmented Generation (RAG) ensures secure applications

Learn how to harness the power of LLMs without compromising data privacy!

https://community.intersystems.com/post/video-keeping-your-data-private-and-protected-rag

Watch now 👇

#HealthcareInnovation #DataPrivacy #LLMs #PHI #AI

​📺 Watch this #video to explore the differences between #opensource and proprietary large language models (#LLMs) 👇

🔐 Proprietary models, like those from OpenAI or Google, operate as black boxes hosted in their cloud environments, offering high-quality performance but limiting data control and fine-tuning options.

🌐 Open-source models can be downloaded and run locally, offering greater flexibility, transparency, and control over data, though they often require significant hardware resources and may deliver lower-quality output.

https://youtu.be/BhJy_bj-RyE

Choose wisely!

​📺 What if your #AI didn’t just write, but decided, acted, and improved its own output? In the latest episode of the Code to Care series, Don Woodlock dives into #agenticAI and a practical look at how #LLMs in a loop can generate, critique, and refine their work autonomously 👇

https://community.intersystems.com/post/video-agentic-ai-action-building-decision-making-loop-llms

Watch and share your tricks: how are you using LLMs beyond writing prompts?

🐛 Fixing software bugs is one of the most time-consuming and costly parts of software #development. But what if #AI could help us do it automatically?

This #video explores the possibility of #LLMs taking the input from the SWENCH database, generating a fix, and passing all tests without breaking anything 👇

https://community.intersystems.com/post/video-can-ai-fix-bugs-inside-benchmarking-effort

What do you think, will AI be squashing bugs alongside us in the near future? 🤖

​📺 What happens when you don’t rely on a single #AI’s response, but instead let multiple models challenge, critique, and refine each other’s answers?

Watch the #video to explore the concept of #AgenticAI where multiple #LLMs work together through debate, non-deterministic workflows, and iterative reasoning 👇

https://community.intersystems.com/post/video-when-ais-debate-agentic-ai-action-math-problems

Enjoy!

​🚀 Welcome a new entry from the InterSystems Demo Games 2025!

Meet Care Compass, an #AI assistant that helps caseworkers prioritize clients by analyzing clinical + social data. Using #RAG and #LLMs, it generates risk summaries, scores, and recommendations to reduce ER visits 👇

https://community.intersystems.com/post/demo-video-care-compass-%E2%80%93-intersystems-iris-powered-rag-ai-assistant-care-managers

🗳️ If you like this demo, vote here: https://community.intersystems.com/contests/current?sort=creation#:~:text=%5BDemo%20Video%5D%20Care%20Compass%20%E2%80%93%20InterSystems%20IRIS%20powered%20RAG%20AI%20assistant%20for%20Care%20Managers

​🚀 Welcome a new entry from the InterSystems Demo Games 2025!

Meet ABiC, your autonomous business intelligent clerk. Ask questions in plain language, and ABiC transforms data into clear dashboards and actionable insights using #InterSystemsIRIS BI + #LLMs👇

https://community.intersystems.com/post/demo-video-autonomous-business-intelligent-clerk-abic-combining-intersystems-bi-and-generative

🗳️ If you like this demo, vote here: https://community.intersystems.com/contests/current?sort=creation#:~:text=%5BDemo%20Video%5D%20Autonomous%20Business%20intelligent%20Clerk%20(ABiC)%20%2D%20Combining%20InterSystems%20BI%20and%20Generative%20AI