Solo builder working through the AMD AI Academy Challenge. Building GPU-accelerated AI apps on AMD ROCm hardware across each mini-challenge: vision-language OCR, retrieval-augmented generation with exact source citations, web-scraping agents, multi-agent software engineering, and fine-tuning. Focus on fast, reliable, production-style containers that meet strict latency and accuracy limits.