I've built embedded web interfaces serving up static pages that were precompressed with gzip and then used XHR to fill in dynamic content. I kept it under 100K for the uncached download (zero third party scripts). Everything worked well and was reasonably lightweight as long as you avoided framework bloat. Not having to compress anything on device helps a bit on energy usage although that wasn't a concern.