A memory system can return the exact fact a request depends on whenever that fact is named, and still...
A memory system can return the exact fact a request depends on whenever that fact is named, and still let the request be answered the way a stranger with no memory would have answered it.
The numbers below are from InMind, arXiv 2607.24368v1, 27 July 2026, CC BY 4.0, by Ruizhe Li, Mingxuan Du, Benfeng Xu and Zhendong Mao, read from the HTML text on 7 September 2026. I have not run the benchmark.
Condition, same 125 tasks
Result (%)
Direct question naming the fact, six memory systems
The memory store may know the truth. The interface may be throwing it away. This piece grew out of a...
A vector store returns the top-k most similar memories — there is no GROUP BY, COUNT, or JOIN. Recall is similarity; reporting is…
An AI can recall a fact when asked and miss it when it matters. InMind separates retrieval from application—and suggests a better…
Part 1 of **The Answerability Problem. A follow-on from Retrieval-Augmented Self-Recall. That series...
Your agent answers one question and forgets. Ask "how many days until that?" and it has no idea what "that" is. This post adds…
My coding agent could not recall a fact I had explicitly saved. The root cause was invisible, the obvious fix was wrong, and the…
