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owenisas/README.md

About Me

AI/ML engineer and full-stack developer. CS student who fine-tunes LLMs, builds agentic automation systems, and ships production web + mobile apps.

  • Won Champion at Hack The East 2026 with Origraph — AI content provenance platform
  • Won an MLH track prize at UWB Hacks with Vellum — invisible watermarking for LLM outputs
  • Building Umbra — private-prompt inference marketplace on attested Apple Silicon
  • Co-founder at Reunify Labs — building FPAI (first-principles AI ed-tech)
  • Fine-tuned LLMs (Nemotron, Qwen, GPT-OSS) and DiT audio models on H100s
  • 12 models + 8 datasets on HuggingFace

Skills & Experience

Area Details
AI/ML LLM fine-tuning (GRPO/RL, LoRA), DiT audio model training, data collection & curation, PyTorch, transformers
Agentic AI Autonomous workflows (Claude Code, Appium), tool-use patterns, LLM API orchestration, multi-agent systems
Full Stack Python, TypeScript, Node.js, FastAPI, Next.js, Supabase, PostgreSQL
Deployment Vercel, Docker, AWS (Lambda, S3, CloudFront, DynamoDB), Railway, CI/CD, GitHub Actions
Data Dataset creation & curation (HuggingFace), preference datasets, synthetic data pipelines
Mobile Some iOS experience (SwiftUI, App Store deployment) — primarily AI-assisted development
Hardware Arduino, ESP32 — timing control, voltage switching, sensor I/O

Tech Stack

My Skills


Featured Projects

Project Description Stack
Umbra Private-prompt inference marketplace on attested Apple Silicon — uncensored + community fine-tunes you can't get from incumbents. Go llama.cpp Apple Silicon
Origraph AI content provenance — invisible text watermarking SDK, provenance registry, browser extension. Champion at Hack The East 2026. Python JS Solana
Vellum Enhanced Origraph rebuild — invisible watermarking, on-chain anchoring, provenance verification for LLM outputs. MLH track prize at UWB Hacks. TypeScript Auth0 Solana
FPAI First Principle AI — ed-tech platform that explains concepts from first principles using recursive block-based learning. Co-founder at Reunify Labs. Next.js AWS DynamoDB
Amadeus 2.0 Vision-first Android automation — AI-directed app workflows via Appium + Gemini. GUI dashboard, TUI operator mode, scheduled jobs. Python Appium Gemini
ContextCLI Universal CLI profile launcher — run any dev CLI under a named auth profile. One machine, multiple accounts, zero friction. Rust Keychain
owenisas.com Personal portfolio as an interactive macOS desktop simulator — 3D desk showroom, working apps, deep linking. React Three.js Vite
Amadeus Open-source mobile AI assistant framework. Foundation for 2.0. Python Swift
owenisas.com — 3D desk showroom landing view


Live at owenisas.com — boots into a 3D desk showroom, then zooms into a fully interactive macOS desktop

HuggingFace Highlights

Type Notable Stats
Models gpt-oss-20b-union-identity (21B LLM fine-tune), nemotron-3-nano-reasoning (32B), qwen-3-nano-reasoning 12 public models
Datasets opus46-reasoning-mix-full, big-math-rl-30k-subset, first-principles-thinking 8 datasets


contribution snake



Profile views



Popular repositories Loading

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