Most RAG (Retrieval Augmented Generation) implementations are just "grep for embeddings." They are messy, imprecise, and prone to hallucination. I wanted to solve the "Context integrity" problem at the architectural layer.
The Tech Stack (How it works):
QDMA (Quantum Dream Memory Architecture): instead of a flat vector DB, it uses a hierarchical projection engine. It separates "Hot" (Recall) from "Cold" (Storage) memory, allowing for effectively infinite context window management via compression.
CSNP (Context Switching Neural Protocol) - The Hallucination Killer: This is the most important part. Every memory fragment is hashed into a Merkle Chain. When the LLM retrieves context, the system cryptographically verifies the retrieval against the immutable ledger.
If the hash doesn't match the chain: The retrieval is rejected.
Result: The AI visually cannot "make things up" about your past because it is mathematically constrained to the ledger. Local Inference: Built on top of llama.cpp server. It runs Llama-3 (or any GGUF) locally. No API keys. No data leaving your machine.
Features:
Zero-Dependency: Runs on Windows/Linux with just Python and a GPU (or CPU).
Visual Interface: Includes a Streamlit-based "Cognitive Interface" to visualize memory states. Open Source: MIT License. This is an attempt to give "Agency" back to the user. I believe that if we want AGI, it needs to be owned by us, not rented via an API.
Repository: https://github.com/merchantmoh-debug/Remember-Me-AI
I’d love to hear your feedback on the Merkle-verification approach. Does constraining the context window effectively solve the "trust" issue for you?
It's fully working - Fully tested. If you tried to Git Clone before without luck - As this is not my first Show HN on this - Feel free to try again.
To everyone who HATES AI slop; Greedy corporations and having their private data stuck on cloud servers.
You're welcome.
Cheers, Mohamad
Authors note: Updated successfully.
Framework 50 is active.
For anyone passing by - yes this is a big deal. Eliminating AI hallucination is a 60 billion dollar market problem and I'm giving THAT + sovereign control of your DATA plus the capability to do high-end research via framework 50 (including advanced scientific research) for FREE - under an MIT license. If you don't take advantage of this - you are an idiot.
If you do - welcome to the future.
P.S: What do I get from lying? I got 41 stars on the repo - many from high-end senior engineers at fortune 500 companies. If you're too stupid to tell the real deal from a lie then keep it moving son.