about

hi! i'm jake.

i like figuring out how things work, and building them myself helps me understand them better.

lately i've been working on llm agents, learned simulators, and making ml inference faster.

i'm also interested in high performance computing, especially how memory access and parallelism affect performance when i'm writing kernels.

i love optimizing things and seeing how far i can push them. i'm also interested in how complex systems scale without becoming a pain to maintain.

computer engineering and computer science, math minor @ northeastern, on a ujima global leaders scholarship.

So I'm driftin' away like a feather in airLettin' my words take me away from the hurt and despairSo I'm keepin' it vertical forever elevatorRidin' the escalator to the somethin' that is greater
cise star, nujabes
Modal Soul album cover by Nujabes

tools

the full list
Languages
  • Python
  • TypeScript
  • SQL
  • Rust
  • Java
  • JavaScript
  • Bash
Machine learning
  • H2O AutoML
  • XGBoost
  • LightGBM
  • scikit-learn
  • SHAP
  • pandas
  • NumPy
LLM systems
  • batch and sync inference
  • prompt caching
  • multi-agent orchestration
  • inference cost control
Retrieval and data
  • pgvector
  • Postgres FTS
  • hybrid retrieval
  • Voyage rerank-2
  • PostgreSQL
  • PGMQ
  • Supabase
Infrastructure
  • Docker
  • Linux
  • Git
  • GitHub Actions
  • Node.js
  • Next.js
  • React
  • Tauri
  • Railway
  • Vercel

contact