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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 (Hong Kong AI hackathon) with Origraph
  • Co-founder at Reunify Labs — building FPAI (first-principles AI ed-tech)
  • Fine-tuned LLMs (Nemotron, Qwen) and DiT audio models on H100s
  • Built autonomous pipelines with Claude Code, Appium, and multi-agent frameworks
  • 11 models + 8 datasets on HuggingFace (1.7K+ dataset downloads)

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
FPAI First Principle AI — ed-tech platform that explains concepts from first principles using a block-based learning interface with recursive sub-blocks. Co-founder at Reunify Labs. Next.js AWS Lambda DynamoDB OpenAI
Origraph AI content provenance platform — invisible text watermarking SDK, provenance registry, browser extension. Champion at Hack The East 2026. Python JS AI
Vellum Rebuilt Origraph from the ground up with an enhanced UI for invisible watermarking, on-chain anchoring, and provenance verification for LLM outputs. Won an MLH track prize at UWB Hacks. TypeScript AI Provenance
Amadeus 2.0 Vision-first Android automation framework — AI-directed app workflows via Appium + Gemini/local LLM. GUI dashboard, TUI operator mode, scheduled jobs. Python Appium Gemini
Amadeus Original mobile AI assistant framework (legacy). Foundation for 2.0. Python Swift
AudioX Audio generation model fine-tuned on H100s — mixed SFX & music preference datasets. PyTorch DiT H100
MindDrop AI voice journal & mood tracker — shipped to App Store. Built with AI-assisted development pipeline. SwiftUI Claude Code
iOS App Factory Autonomous agentic pipeline: Research, Design, Build, QA, Audit, Release, Market — powered by Claude Code subagents. Python Claude Agents

HuggingFace Highlights

Type Notable Stats
Models nemotron-3-nano-reasoning (32B), qwen-3-nano-reasoning, gpt-oss-20b-union-identity (21B LLM fine-tune) Public models
Datasets opus46-reasoning-mix-full (reasoning data), big-math-rl-30k-subset (math RL) 1.7K+ downloads, 100+ likes


contribution snake



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