Ishaan Gupta

Episode 1 of memory 101: the anatomy of memory.🧠 real memory isn't one thing. it's five: > facts > profiles > relationships > temporality > forgetting "AI memory" products build one of these primitives and stop. Real memory is when all five compose. Next, stay tuned for RAG ↓

Quick explainer on SMFS and why we think agent memory has been measured wrong ↓ everyone optimizes for retrieval speed. but the real cost is how many lookups it takes to answer, often ten tool calls a question, each one burning tokens. SMFS goes after the count. it mounts your supermemory as a real filesystem: → the agent walks it with ls, cat, grep → except grep is semantic, scoped to the folder it's standing in → so it narrows by path instead of re-searching the whole index on xAFS, our open benchmark: → 53% fewer tokens per answer, near-identical accuracy → 6.7 tool calls to an answer, down from 10.2 → at 10k files: 13M tokens the old way vs 2.4M, the gap grows with scale cut the number of retrievals and everything downstream gets cheaper.

Memory on the harness level after 2 years... i've started writing blogs again! In this post, I dive _very_ deep into the different ways to compose and add memory to the harness for various different use cases. it's interactive. it's fun. you can listen to it too!