Lance Jacob Silverio

Software Engineer. Fullstack & AI

Building fast and resilient systems from the frontend interface to local machine learning inference.

Skills

Core stack and tools I use to design, build, and ship production-ready software and AI products.

Languages

  • Python
  • TypeScript
  • JavaScript
  • SQL
  • HTML
  • CSS

Frameworks & Databases

  • Next.js
  • React
  • FastAPI
  • LangChain
  • Supabase
  • Prisma
  • PostgreSQL
  • SQLite

AI & Libraries

  • LLM Integration
  • Prompt Engineering
  • NumPy
  • Pandas

DevOps & Testing

  • Git
  • GitHub
  • Jest
  • Pytest
  • Vercel

Offline-first mobile app for disaster response. While every hackathon team built online, I identified SMS as the differentiator. Works when infrastructure fails.

Edge AITFLiteOffline-FirstMobile

ML pipeline generating realistic synthetic PDFs. Multi-stage approach: deterministic data generation β†’ LLM spatial reasoning β†’ visual degradation. Solves synthetic training data problem.

ML InfrastructureLangChainLLMsData Pipeline

Calendar + announcements + members synced to Google Calendar. Shipped. Used by college orgs. Removes schedule fragmentation with two-way API integration.

Next.jsTypeScriptAPIsReal-time

Edge-first. Constraint-driven.

I'm Lance Jacob Silverio, a software engineer who builds for real-world constraints first. Edge AI pulled me in because it turns limitations into product decisions: low connectivity, low latency, and high reliability all at once. From offline disaster response to synthetic OCR pipelines, I focus on practical systems people can trust.

Principles

  • β€’ Design for failure before scale.
  • β€’ Use on-device intelligence when speed and privacy matter.
  • β€’ Keep systems structured so outputs stay reliable.

Building something with constraints?

Edge AI, offline-first systems, synthetic data, product strategyβ€”happy to talk.