The problem with LLMs isn't intelligence; it's amnesia and dishonesty. Hey HN, I’ve spent the last few months building Remember-Me, an open-source "Sovereign Brain" stack designed to run entirely offline on consumer hardware. The core thesis is simple: Don't rent your cognition.

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.

Gemini 3 Flash can now read fine image details

The Evolution of the First Commercial Time-Sharing Company [pdf]

Bug in AI Toy Console leaked 50k kid's conversation

4% Layoffs Mastercard

Cursor Agent Trace RFC

OpenAI Working on Social Media Network That Could Require Eye Scans: Report

Coffee as a staining agent substitute in electron microscopy

What technology takes from us – and how to take it back

Death of an Indian Tech Worker

Call Screening Is Aggravating the Rich and Powerful

Connect your past, present and future, with lines on a graph

Alaska Airlines apologizes after passengers left stranded outside airport

Best Gas Masks

The UX of Saving and Quitting in Videogames

The 30th anniversary of the first C++ compiler: let's find the bugs in it

Speeding up Pillow's open and save · Hugo van Kemenade

AI's Impact on Engineering Jobs May Be Different Than Expected

VMware Fusion 25H2 with M3 Memory Leak

Apple buys Israeli startup Q.AI for close to $2B in race to build AI devices

The Art of Engineering Management

Things I Learned from Peter Steinberger About Building with AI

Microsoft is working to rebuild trust in Windows

Fossil Fuels Are Doomed

Spend? or END. The aeonian debate of supply

The Lost Science of the Ajna Chakra [video]

Ask HN: What are SSI/Thinking Machines working on?

Show HN: 41 Stars New AI – MIT License. Zero Hallucinations (For Real)

AI Subs

Amazon's Promotion of 'Melania' Has Critics Questioning Its Motives

Pakistan becomes latest Asian country to introduce checks for deadly Nipah virus

Ask HN: Does ChatGPT 5.2 with web search still hallucinate facts?

Comments