memory-system

Self-evolving agent: grows skill tree from 3.3K-line seed, achieving full system control with 6x less token consumption

Lightweight Long-Term Memory for LLM Agents.

从 0 复刻 WorkBuddy-style 桌面 AI 助手 Harness：24 章 Python 教程，覆盖 Agent Loop、工具调用、记忆系统、Sidecar、沙盒审计、DeepSeek/OpenAI 评测轨迹

An always-on second brain you talk to. Voice notes in Telegram → typed, linked knowledge in your Obsidian vault. Runs 24/7 on the Claude subscription you already have.

Poirot is a deep research agent kernel built for those who care about how agents are architected.

Recursive Experiential–Working Memory Evolution for Long-Horizon Agent Harnesses

A minimalist MVP demonstrating a simple yet profound insight: aligning AI memory with human episodic memory granularity. Shows how this single principle enables simple methods to rival complex memory frameworks for conversational tasks.

HaluMem is the first operation level hallucination evaluation benchmark tailored to agent memory systems.

MemPrivacy is a privacy-preserving personalized memory management framework for edge-cloud agents.

Drop-in AI memory layer with 2x faster retrieval and 10x lower cost. Fully compatible with Mem0 API. Migrate in 5 minutes without any code changes. Self-host for free.

'Personal AGI' that thinks on its own. Autonomous cognitive cycle, earned autonomy, 60+ tools. It decides what to do without being told.

Local-first AI companion daemon — an agent harness with its own long-term memory. Remembers you, grows with you, extends and repairs itself. 跑在你自己电脑上的 AI 搭档守护进程：会记住你、随你成长、能自加技能、能自我修复。

MemTrace: Tracing and Attributing Errors in Large Language Model Memory Systems

Mandol: An Agglomerative Agent Memory System (https://arxiv.org/pdf/2606.29778)

EvoEmbedding: Evolvable Representations for Long-Context Retrieval and Agentic Memory

Local-first AI companion framework — persistent memory, emotional state, dreaming, embodied avatar. Desktop app + Python brain. macOS · Linux · Windows. Runs against Claude.

A Comprehensive Benchmarking Framework for Long-Term Conversational Memory Layers

[ACL 2026] MemP: Exploring Agent Procedural Memory

Open-source multi-agent AI marketing team with personas, shared memory, 130+ skills, and Docker deploys for Railway and DigitalOcean

Built for OpenClaw and beyond, Chat Selfie lets your AI Agent send you emotional selfies in every conversation, with mood-aware replies, heartbeat pushes, and flexible image generation. 让你的 AI Agent 在对话中发送情感自拍。