[chentong0]

Summary

• Add the Self-Improving Memory post in projects/self_improving_memory/ and publish it through the existing gh-pages/blogs/<name> -> ../../projects/<name> symlink pattern, at /RAM/blogs/self_improving_memory/.
• The text is taken from the paper Self-Improving Memory: Meta-Optimization and Harness Distillation for Continual Learning Agents and arranged in the house blog structure: Overview (Motivation / Our contribution), a motivating finding, method (Discover / Demonstrate / Distill), Results with finding headings, Conclusion, and Contributors / More details / Citation.
• The 8 figures are PNG exports of the paper's Figma figures, at 4x resolution.
• Add an entry under Memory in projects/README.md.

Open before merge

• More details and Citation currently use the blog-first form ("We plan to put a full technical report on arXiv soon" and a blog-URL @online entry), with a TODO comment. They will be switched to the arXiv link and section number once the report is public.

Verification

• Built locally with the GitHub Pages image ghcr.io/actions/jekyll-build-pages:v1.0.13 (github-pages 232, Jekyll 3.10.0), after resolving the symlinks the same way the deploy workflow does and using the /RAM base path. The build succeeded, and the page and all 8 images are served correctly.
• Every image the post references exists in the folder, and there are no unused images.