Show HN：Remember Me AI (完整發布) – AI 記憶體系統成本大幅降低 40 倍

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40x cost reduction in AI memory through Coherent State Network Protocol (CSNP) - Wasserstein-optimal memory with zero-hallucination guarantees

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Remember Me AI

40x cost reduction in AI memory systems through optimal transport theory

Overview

Remember Me AI introduces the Coherent State Network Protocol (CSNP) - a mathematically optimal approach to distributed AI memory that achieves:

The Problem

Current AI memory systems (RAG, vector DBs) suffer from:

The Solution

CSNP treats AI memory as a quantum-inspired coherent state with mathematical guarantees derived from optimal transport theory.

Quick Start

Installation

Basic Usage

Cost Comparison

Why the 40x reduction?

Mathematical Foundation

The Coherent State Axiom

CSNP memory maintains a coherent state μₜ defined as:

Where:

Key Property: If coherence ≥ threshold, retrieval error is bounded:

Visual Representation: Wasserstein Distance vs Vector Distance

Proof Sketch: Zero-Hallucination Property

Theorem: Under CSNP protocol, hallucination probability → 0 as coherence → 1.

Proof:

Architecture

New in v1.1: The Disruption Update

1. Local Independence Layer (Free Forever)

CSNP now ships with Zero-Dependency Local Embeddings via sentence-transformers.

2. The Trojan Horse: LangChain Integration

Drop-in replacement for ConversationBufferMemory. Upgrade your existing agents in 2 lines of code.

Use Cases

1. Customer Support Chatbots

Eliminate hallucinated product information.

2. Medical AI Assistants

Guarantee medical information accuracy.

3. Legal Document Analysis

Prevent misquoting of legal precedents.

Repository Structure

Validation Results

Benchmark: Long-Context Coherence

Tested on 10,000 conversations with 100 turns each

Proof of Zero-Hallucination

Mathematical proof verified using:

See papers/formal_verification.pdf for complete proof.

Contributing

We welcome contributions in:

See CONTRIBUTING.md for details.

Citation

License

MIT License - see LICENSE

Links

Full paper: https://doi.org/10.5281/zenodo.18070153

Paper: [arXiv link]

Demo: [Google Colab notebook]

Benchmarks: [GitHub Pages]

Community: [Discord server]

Acknowledgments

Remember perfectly. Hallucinate never.

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40x cost reduction in AI memory through Coherent State Network Protocol (CSNP) - Wasserstein-optimal memory with zero-hallucination guarantees

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