Author: Gerol Petruzella

Who knows how much shelf-life this will have! But it’s currently one of the “hot things” in genAI work – and fun and easy to spin up, too. Built and successfully tested a simple MCP for querying GLOW with Gemini. Used Flask, but want to try FastMCP which is apparently what the cool kids are… Continue reading fun with MCP servers

Pursuant to the red-teaming exercise I was invited to participate in last fall… tl;dr: the report we wrote, documenting the vulnerabilities and exploits we deployed, was never published. (For temporal context, it was January 2025… draw your own conclusions.) But huzzah for the 4th Estate – in August, Wired published a story about our work,… Continue reading unofficial publication

Happy new year! Just a quick note to serve as a contemporaneous record, I’ve got 2 conference presentations on the calendar for 2025: NERCOMP Annual Conference: “Keep Your Data Close and Your AI Closer: Local AI in the Academy,” co-presenting with Trevor Murphy. Institute of Management Accountants Northeast Regional Council: title TBD, invited speaker on… Continue reading Conferences 2025 – 2 to start

LLMs – language fluency, reasoning Agentic LLMs – articulate then implement digital actions Robotic agentic LLMs – articulate then implement physical actions (Physical Intelligence, ca. 2024) Implications for spaceflight, particularly the huge cost of sending humans (and all their physiological requirements like oxygen, water, food, heat) into space for e.g. constructing habitats, geoengineering, etc. Also,… Continue reading Agentic Thoughts

So it turns out I did well enough in that phase 1 red-teaming exercise that I was invited to participate in the phase 2, in-person red-teaming event in Arlington VA held at the Conference on Applied Machine Learning in Information Security (CAMLIS). The top 30 scorers of the over 500 phase 1 participants were invited.… Continue reading Red Teaming 2

Currently participating in the NIST-ARIA red-teaming exercise through Humane Intelligence – really fun and valuable work! The first (online) phase runs through 9-Oct, after which some participants will have the chance to take part in an in- person red teaming exercise held during CAMLIS (24-26 October). (Note to self: it’s very easy to get an… Continue reading Red Teaming

I’m terrible with updates… but EphBot is live this semester (Fall 2024)! To quote the project documentation I developed this summer: EphBot aims to provide the Williams College community with a hands-on, self-contained language model for experimentation, research, and educational purposes. By leveraging the Raspberry Pi 5, we offer a local alternative to cloud-based genAI… Continue reading EphBot

For reference, accountability, and posterity… I intend to submit a proposal this semester for equipment to work on a project developing quick-deploy SBC-based genAI, whether on standard Pi5s or something cool like the NVIDIA Jetson Nano 4GB Dev Kit, using the localhost server functionality on LM Studio via my earlier work with hotpot broadcasting (the… Continue reading Project Planning: local SBC-based genAI