I use Emacs to edit the page in Markdown mode with some additional font locking I wrote. It looks very similar to the actual blog.

Currently the input file is 1.4MB (828 blog entries) which Emacs can handle without any problems. Searching works very fast. I keep the file open and writing a new entry is just adding stuff to the top of the file.