Research
Notes from the Supermemory team on memory, retrieval, and how agents work with files.
MAY 2026
SMFS: Memory as a Filesystem
Filesystems would be the perfect form of memory. In an ideal world. Yahoo had a great index. Google won because the index alone wasn't enough. The same trade comes back, wearing different clothes, every time someone tries to give an AI agent persistent memory.
MAY 2026
xAFS Benchmark Runs
220 audited side-by-side trajectories across Claude Code and Codex, comparing a vanilla filesystem to SMFS on the xAFS benchmark — every step, every tool call, every token.