💡 Editor's Note: This month, we're diving into the intersection of AI with healthcare, materials science, and human-centered design. With exciting talks from institutions like MIT and Cornell, there's something for everyone in the AI community. Our focus continues to be on practical applications that create real impact. The highlight of February was our RAG workshop with Steven Bonilla from Microsoft—details below for those who missed it. Remember, our subscribers get first access to all upcoming event invitations!
🌟 Featured Events
Human-centered AI Beyond Human-in-the-Loop with Prof. Dr. Przegalińska (Mar 20)
AI for Social Good Innovative Applications at NYU with Prof. Dr. Ruopeng (Mar 4)
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📅 Key Events This Month
Featured Event: Human-centered AI
Human-centered AI: Why a Human in the Loop Is Not Enough
Date: March 20, 12:00 PM
Speaker: Aleksandra Przegalińska
Focus: Moving beyond standard frameworks toward transformative human-AI partnerships
Technical Focus: AI Community NYC Meetup
AI Tinkerers NYC Meetup - March 2025
Date: March 4, 6:00 PM - 9:00 PM
Location: NYC (In-person, details upon registration)
Features: LLM demos, sponsor showcases (SignalFire, Comet)
NYC AI Users - AI Talks, Demo & Social
Date: March 25, 7:30 PM - 10:30 PM
Location: NYC (In-person, details upon registration)
Features: Fine Tuning Gen AI and ML & LLMs
Special Event: AI for Social Good
AI for Social Good
Date: March 4, 4:30 PM - 6:00 PM
Speaker: Dr. Ruopeng An (NYU)
Topic: Projects addressing COVID-19 disinformation, tracking public sentiment, and more
📆 Additional Events
Week of March 3-9
NYC GenAI Companies Demo Day (Mar 11, 6:00 PM)
Week of March 10-16
Gesture-based Human-Machine Interaction (Mar 13, 12:00 PM)
AI in Healthcare: Opportunities and Risks (Mar 13, 12:00 PM)
MIT.nano Seminar: AI for 2D Materials (Mar 17, 3:00 PM)
Week of March 17-23
Human-AI Ecosystem for Health and Wellbeing (Mar 21, 11:00 AM)
Week of March 24-31
Fine Tuning Gen AI and ML & LLMs (March 25, 07:30 PM)
Privacy Challenges in the Age of AI Agents (Mar 27, 12:00 PM)
Climate Adaptation in the AI Era (Apr 1, 3:00 PM)
[Nexus Recap] RAG: Building Real-World AI Applications
Now, if you would like to learn more about the event you can find the recording, slides, and relevant resources below!
Presentation Slides, Recordings, and References: http://tinyurl.com/pmag-drive
Access Instructions: Simply subscribe and you will automatically gain access in an hour.
Last Friday, we had the privilege of hosting Steven Bonilla, an LLM Engineer from Microsoft, who gave us an amazing presentation on industrial grade Retrieval-Augmented Generation (RAG) in chatbot applications for financial analysts!
Steven walked us through the basic concepts and architecture of a RAG system (our last post also briefly touched on this topic) , as well as key components used in the practical designs such as:
Contextual Query Processing: Creating awareness of conversation history
Named Entity Recognition (NER): Identifying key information for retrieval
Retriever Router: Deciding which data sources to query
Scaling Techniques: Batching calls and using appropriate model complexity
One challenge presented was similarity calculation between query and contexts - you would not believe how many of these implementations just uses simple vector retrieval. Alas, there are more solutions on the horizon for better and more accurate ways to find relevant contexts (i.e Gutiérrez, et al., 2025).
In short, these are the real world considerations when leveraging RAG in your products - we cannot always operate on infinite budget (seriously, a big concern) and have to use less powerful models to deal with our problems. Yet,
"There's always a way - if you're committed." - Tony Robbins.
Technical Deep Dive
For those interested in exploring RAG further, check out these resources:
I have put more resources in the shared drive, feel free to check it out (simply subscribe)!
Again, we want to extend our heartfelt thanks to Steven for sharing his expertise and to all who attended!!
Curated with 💙 for the NYC AI community