Show HN: An agent that remembers across sessions (no chat history)
Category: infrastructure
Tags: llm-memory, stateful-inference, kv-cache
Score: 8.0/10 (Innovation: 9, Technical: 9, Documentation: 7, Utility: 7)
Neural Ledger System is an inference architecture that makes LLMs stateful by capturing and re-injecting internal neural representations, eliminating the need to reprocess chat history. It demonstrates up to 99.3% token savings and enables cross-session memory with behavioral equivalence to full-context processing, representing a novel approach to long-term memory in LLMs.
Target audience: backend devs, ai researchers, data engineers
Repository: https://github.com/umbecanessa/neural-ledger-system · NOASSERTION · 1 stars
View on Hacker News