[PR #552] [CLOSED] Add DNA Memory tutorial - Human-like AI memory system #4060

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GiteaMirror · 2026-05-07T09:56:49-05:00

GiteaMirror commented

2026-05-07 09:56:49 -05:00

📋 Pull Request Information

Original PR: https://github.com/Shubhamsaboo/awesome-llm-apps/pull/552
Author: @AIPMAndy
Created: 3/5/2026
Status: ❌ Closed

Base: main ← Head: add-dna-memory-tutorial

📝 Commits (1)

d1812dc Add DNA Memory tutorial - Human-like AI memory system

📊 Changes

3 files changed (+560 additions, -0 deletions)

View changed files

➕ dna_memory/README.md (+252 -0)
➕ dna_memory/dna_memory_demo.py (+302 -0)
➕ dna_memory/requirements.txt (+6 -0)

📄 Description

This PR adds a self-contained tutorial for DNA Memory, an AI agent memory system that mimics human learning.

What's included:

✅ Complete README with overview, features, and use cases
✅ Runnable Python demo (dna_memory_demo.py) showcasing all core features
✅ requirements.txt (zero external dependencies)
✅ All code tested and working

Key features:

Three-layer memory architecture (working/short-term/long-term)
Active forgetting mechanism with weight decay
Automatic pattern extraction from similar memories
Knowledge graph connections between memories
100% local, zero-dependency implementation

The demo can be run immediately with just python3 dna_memory_demo.py.

Comparison with existing solutions:
Unlike cloud-based services (Mem0, Zep) or simple context managers (LangChain Memory), DNA Memory truly "learns" from experience with human-like forgetting, reinforcement, and pattern extraction.

Project repository: https://github.com/AIPMAndy/dna-memory

_{🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.}

## 📋 Pull Request Information **Original PR:** https://github.com/Shubhamsaboo/awesome-llm-apps/pull/552 **Author:** [@AIPMAndy](https://github.com/AIPMAndy) **Created:** 3/5/2026 **Status:** ❌ Closed **Base:** `main` ← **Head:** `add-dna-memory-tutorial` --- ### 📝 Commits (1) - [`d1812dc`](https://github.com/Shubhamsaboo/awesome-llm-apps/commit/d1812dccae4b58dd9b69ff9280b0d2d0fcb260db) Add DNA Memory tutorial - Human-like AI memory system ### 📊 Changes **3 files changed** (+560 additions, -0 deletions) <details> <summary>View changed files</summary> ➕ `dna_memory/README.md` (+252 -0) ➕ `dna_memory/dna_memory_demo.py` (+302 -0) ➕ `dna_memory/requirements.txt` (+6 -0) </details> ### 📄 Description This PR adds a self-contained tutorial for DNA Memory, an AI agent memory system that mimics human learning. **What's included:** - ✅ Complete README with overview, features, and use cases - ✅ Runnable Python demo (dna_memory_demo.py) showcasing all core features - ✅ requirements.txt (zero external dependencies) - ✅ All code tested and working **Key features:** - Three-layer memory architecture (working/short-term/long-term) - Active forgetting mechanism with weight decay - Automatic pattern extraction from similar memories - Knowledge graph connections between memories - 100% local, zero-dependency implementation The demo can be run immediately with just `python3 dna_memory_demo.py`. **Comparison with existing solutions:** Unlike cloud-based services (Mem0, Zep) or simple context managers (LangChain Memory), DNA Memory truly "learns" from experience with human-like forgetting, reinforcement, and pattern extraction. Project repository: https://github.com/AIPMAndy/dna-memory --- <sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>

GiteaMirror added the pull-request label 2026-05-07 09:56:49 -05:00

GiteaMirror closed this issue

2026-05-07 09:56:50 -05:00

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Reference: github-starred/awesome-llm-apps#4060