forwardpass
[01]Local AI server from my bedroom. Serving Qwen3.8-27B MTP Q4_K_M on an RTX 3090 through llama.cpp.
open project →00 // readme
hi, i'm jake
I'm a student, research assistant, hobbyist designer, and tech enthusiast. I enjoyed playing Minecraft as a kid, and it got me hooked on computers and building things.
Some facts about me:
- My favorite pieces of media are Death Note, Persona 5, and Spider-Verse.
- I really like to cook, and I love to eat. My favorite dessert of all time is tiramisu.
- Caffeine & sunlight bring me incredible amounts of joy.
Excited to meet you!
01 // projects
things i've made
socratic
[02]AI Alignment & Low-rank Adaptation (LoRA) for education. Fine-tuned Google's Gemma4 31B to act as a Socratic coding tutor, and reduced solution leakage from 8.33% to 0%.
open project →mementos
[03]Agentic deep research and knowledge base. Visual representation of LightRAG.
open project →
ringsync
[04]A conceptual design for a multi-site wearable vitals monitor. R&D + Project Management for a 13-week sprint among a 6-person team, adhering to client and management needs.
Presented at APS112 Demo Day
medivue
[05]An AI-powered triage system to catch deteriorating symptoms and enable care. Voice-based patient intake with semantic database, computer vision monitoring, and hospital-side observability.
view demo →o12prep
[06]Designing software for university admissions practice.
Releasing September 202602 // experience.log
where i've been
tail -f /career.logAgentic AI Research Engineer
Built a multi-agent legal judgment prediction pipeline with hybrid RAG, optimized prompts, and an evaluation dashboard, raising accuracy from 40% to 67%.
Software Engineer, Freelance
Built quiz-authoring and delivery workflows with React, FastAPI, SQLAlchemy, and PostgreSQL, including publishing, grading, and document export.
Built React, FastAPI, and Azure Cosmos DB features for authenticated artifact sharing and cloning across six artifact types, while resolving production bugs.
Implemented role-based access control across Flutter and FastAPI with Dio interceptors and Supabase JWT authentication for a multi-tenant application.
Architected a multi-provider LLM pipeline with vision document extraction and reporting, reducing analysis time from over two hours to under three minutes.
03 // contact