Projects
What we're working on: real-world projects exploring AI-native skills across waves of collaboration.
Local LLM Primer & Private Client Demo
Deploy OpenAI's gpt-oss-20b via Ollama on local GPU hardware and serve through LibreChat, covering LLM fundamentals, hardware evaluation, and hands-on deployment for private inference.
RAG-Based Q&A Assistant: AI Regulations for Medical Devices
Build a domain-specific Q&A assistant using retrieval-augmented generation, focused on FDA AI/ML guidance for medical devices, powered by OpenAI Agent Builder.
Cloud-to-Local Hybrid Architecture
Connect a cloud-hosted assistant interface to local LLM inference with clear security boundaries, enabling sensitive processing on-premises while leveraging cloud orchestration.
LLM Security Vulnerability Explainer
Research and document LLM-specific security vulnerabilities including prompt injection, data poisoning, and inference-time manipulation through interactive explainers and demonstrations.
Private Containerized Document Generation Agent
Build a Docker-containerized agentic document generation system deployed as a web application, demonstrating production-ready packaging of AI capabilities for cloud deployment.
Developer Tools & Vibe Coding
Explore the evolving AI-assisted developer toolkit: OpenAI Codex, GitHub Copilot, Claude Code. With focus on agentic coding at scale and the paradigm shift toward spec-first development.
AI Infrastructure Penetration Testing Agent
Build an autonomous security testing agent that runs automated vulnerability scans and penetration testing against AI infrastructure, bridging traditional security methodology with modern AI-hosting environments.
Private AI Assistant for Business Operations
Deploy dedicated OpenClaw personal AI assistant instances on isolated hardware for business owners, tailored to their workflows and accessible via preferred communication channels with advisory-only guardrails.
AI-Assisted Physical Device Specification & 3D Modeling
Use AI to research, specify, and visualize a handheld device from concept through formal specification and AI-generated 3D models, creating hardware-ready artifacts for hand-off to an engineering team.
RAC Exam Gamification Platform
A web-based Zelda-style video game where players study for the Regulatory Affairs Certification exam by solving regulatory scenarios, with a stretch goal of generative AI-powered NPC dialogue.