Last week we shared how Memzent AI avoids paying twice for the same LLM answer. A community member...
Last week we shared how Memzent AI avoids paying twice for the same LLM answer. A community member dropped the exact right challenge:
"The next challenge is usually invalidation. If the repo, policy, or user preference changes, the memory layer has to know when a similar answer is no longer a safe answer."
They're right. And we're solving it.
The Real Problem
A stale cache isn't a performance bug — it's a business liability.
This is part of the Self-Correcting Systems research series. If you are new here: Start Here. The...
The Problem with Forgetting Every time you start a new conversation with an LLM, it...
This is not proof. It is early, messy evidence from my own workflow: three failures, one small...
I built an LLM caching library to test what AI-assisted development actually looks...
...and your CLAUDE.md is next On June 10, TechCrunch ran a piece called "How memory tools...
akm 0.8.0 introduces belief-aware memory — captureMode (hot/background) and beliefState frontmatter that tells the improve loop…
