The latest articles on DEV Community by Huyyy (@huyedits). https://dev.to/huyedits https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.us-east-2.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F4034572%2Fcc4086e4-aa31-4a60-ba52-825eb555f24f.png https://dev.to/huyedits en Huyyy Thu, 23 Jul 2026 06:08:05 +0000 https://dev.to/huyedits/this-demo-changed-how-i-saw-ai-should-behttpshuggingfacecospaceshuyeditssymbio-demo-1m1c https://dev.to/huyedits/this-demo-changed-how-i-saw-ai-should-behttpshuggingfacecospaceshuyeditssymbio-demo-1m1c <div class="crayons-card c-embed text-styles text-styles--secondary"> <div class="c-embed__content"> <div class="c-embed__cover"> <a href="https://huggingface.co/spaces/HuyEdits/symbio-demo" class="c-link align-middle" rel="noopener noreferrer"> <img alt="" src="https://media2.dev.to/dynamic/image/width=800%2Cheight=%2Cfit=scale-down%2Cgravity=auto%2Cformat=auto/https%3A%2F%2Fcdn-thumbnails.huggingface.co%2Fsocial-thumbnails%2Fspaces%2FHuyEdits%2Fsymbio-demo.png" height="432" class="m-0" width="800"> </a> </div> <div class="c-embed__body"> <h2 class="fs-xl lh-tight"> <a href="https://huggingface.co/spaces/HuyEdits/symbio-demo" rel="noopener noreferrer" class="c-link"> Symbio — Self-Finetuning Local Agent - a Hugging Face Space by HuyEdits </a> </h2> <p class="truncate-at-3"> A local AI agent that fine-tunes itself. Live demo. </p> <div class="color-secondary fs-s flex items-center"> huggingface.co </div> </div> </div> </div> Huyyy Sat, 18 Jul 2026 01:20:13 +0000 https://dev.to/huyedits/symbio-the-agent-that-learns-from-you-18f9 https://dev.to/huyedits/symbio-the-agent-that-learns-from-you-18f9 <p>No API, nothing. Just a mac for now. It saves notes and learns skills on the fly and browses the web itself and when wrong and I correct it it fine-tunes its own weight so it stays fixed.</p> <p>Demo: <a href="https://huggingface.co/spaces/HuyEdits/symbio-demo" rel="noopener noreferrer">https://huggingface.co/spaces/HuyEdits/symbio-demo</a></p> <p>Github: <a href="https://github.com/huyedits/Symbio" rel="noopener noreferrer">https://github.com/huyedits/Symbio</a></p> ai python agents