shanhui dev notes

i am currently an independent applied ml developer and founder working on building applied AI products and contributing to open-source. i do some consulting work manufacturing and supply chain client integrating AI into operations and support workflows.

i started out my career in Malaysia and Singapore working in a fast growing eCommerce and payments startup and then moved to the United States to work for a logistics growth stage startup for a few years before moving back to Asia. currently i spend my time learning to make hardware and integrating local LLMs into edge chips, and building niche vertical AI agents.