diff --git a/CLAUDE.md b/CLAUDE.md index 6f019770..e707facd 100644 --- a/CLAUDE.md +++ b/CLAUDE.md @@ -1,6 +1,6 @@ # CLAUDE.md -Refer to [AGENTS.md](AGENTS.md) for comprehensive project documentation including: +Refer to [AGENTS.md](methods/evermemos/AGENTS.md) for comprehensive project documentation including: - Project architecture and structure - Tech stack and dependencies - Code conventions and patterns @@ -11,6 +11,7 @@ Refer to [AGENTS.md](AGENTS.md) for comprehensive project documentation includin ## Quick Commands ```bash +cd methods/evermemos docker-compose up -d # Start infrastructure uv sync # Install dependencies make run # Run application @@ -21,12 +22,12 @@ pyright # Type check ## Key Entry Points -- `src/run.py` - Application entry -- `src/agentic_layer/memory_manager.py` - Core memory manager -- `src/infra_layer/adapters/input/api/` - REST API controllers +- `methods/evermemos/src/run.py` - Application entry +- `methods/evermemos/src/agentic_layer/memory_manager.py` - Core memory manager +- `methods/evermemos/src/infra_layer/adapters/input/api/` - REST API controllers ## Remember - All I/O is async - use `await` - Multi-tenant system - data is tenant-scoped -- Prompts in `src/memory_layer/prompts/` (EN/ZH) +- Prompts in `methods/evermemos/src/memory_layer/prompts/` (EN/ZH) diff --git a/README.md b/README.md index 739f2d3a..575e6c6d 100644 --- a/README.md +++ b/README.md @@ -2,54 +2,30 @@ ![banner-gif][banner-gif] -[![][arxiv-badge]][arxiv-link] -[![Docker][docker-badge]][docker] +[![License: Apache 2.0][license-badge]][license] +[![arXiv: EverOS][arxiv-evermemos-badge]][arxiv-evermemos-link] +[![arXiv: HyperMem][arxiv-hypermem-badge]][arxiv-hypermem-link] +[![arXiv: EverMemBench][arxiv-evermembench-badge]][arxiv-evermembench-link] +[![HuggingFace: EverMemBench-Dynamic][hf-badge]][hf-link] [![Ask DeepWiki][deepwiki-badge]][deepwiki] -[![License][license-badge]][license] - - - - - - -[Documentation][documentation] • -[API Reference][api-docs] • -[Demo][demo-section] - -[![English][lang-en-badge]][lang-en-readme] -[![简体中文][lang-zh-badge]][lang-zh-readme] +[Website][website] · [Documentation][docs] · [Blog][blog] · [Discord][discord]
- - > [!IMPORTANT] > > ### [Memory Sparse Attention](https://github.com/EverMind-AI/MSA) > -> Check out our latest papar [Memory Sparse Attention](https://github.com/EverMind-AI/MSA) - A scalable, end-to-end trainable latent-memory framework for 100M token contexts. +> Check out our latest paper [Memory Sparse Attention](https://github.com/EverMind-AI/MSA) — A scalable, end-to-end trainable latent-memory framework for 100M token contexts. > -> - Scalable sparse attention + document-wise RoPE (parallel/global) achieving near-linear complexity in both training and inference. +> - Scalable sparse attention + document-wise RoPE achieving near-linear complexity in both training and inference. > - KV cache compression with a Memory Parallel inference engine to deliver 100M token throughput on 2×A800 GPUs. > - Memory Interleave for multi-round, multi-hop reasoning across scattered memory segments. > -> Join our [Discord][discord] to ask anything you want. AMA session is open to everyone and occurs biweekly. +> Join our [Discord][discord] to ask anything. AMA sessions are open to everyone and occur biweekly.
@@ -58,35 +34,147 @@
-- [Welcome to EverOS][welcome] -- [Use Cases][use-cases] -- [Quick Start][quick-start] -- [API Usage][api-usage] -- [Demo][demo-section] -- [Evaluation][evaluation-section] -- [Documentation][docs-section] -- [GitHub Codespaces][codespaces] -- [Questions][questions-section] -- [Contributing][contributing] +- [Why EverOS](#why-everos) +- [Project Structure](#project-structure) +- [Key Results](#key-results) +- [Use Cases](#use-cases) +- [Quick Start](#quick-start) +- [Evaluation & Benchmarking](#evaluation--benchmarking) +- [Documentation](#documentation) +- [GitHub Codespaces](#github-codespaces) +- [Community](#community) +- [Citation](#citation) +- [Contributing](#contributing)
-## Welcome to EverOS +## Why EverOS + +Large language models are evolving from single-turn chatbots to long-lived interactive agents. But when an agent needs to stay coherent across weeks of conversation, it hits a hard ceiling: finite context windows and fragmented memory. -Welcome to EverOS! Join our community to help improve the project and collaborate with talented developers worldwide. +Expanding the context window is not the answer — ultra-long contexts are expensive and degrade with distance. The future of long-term agents depends on **structured memory organization**. -| Community | Purpose | -| :-------- | :------ | -| [![Discord Members][discord-members-badge]][discord] | Join the EverMind Discord community to connect with other users | -| [![WeChat][wechat-badge]][wechat] | Join the EverMind WeChat group for discussion and updates | - +EverOS is a memory operating system that transforms unlimited interaction streams into a structured "digital brain" through a three-stage memory lifecycle: **episodic trace formation**, **semantic consolidation**, and **reconstructive recall** — enabling agents to continuously convert raw interactions into structured, evolving knowledge. + + + + + + + + +
93.05%
LoCoMo		83.00%
LongMemEval-S		+40%
EvoAgent GDPVAL

+
+ +[![][back-to-top]][readme-top] + +
+ +## Project Structure + +EverOS is built around two pillars — **Methods** give agents memory and evolution capabilities, and **Benchmarks** objectively measure whether those capabilities actually work. + +``` +EverOS/ +├── methods/ +│ ├── evermemos/ # Long-term memory operating system +│ └── hypermem/ # Hypergraph memory architecture +│ +└── benchmarks/ + ├── evermembench/ # Memory quality evaluation + └── evoagentbench/ # Agent self-evolution evaluation +``` + +### Methods + + + + + + +
+ +#### EverMemos + +A self-organizing memory operating system inspired by biological imprinting. Extracts, structures, and retrieves long-term knowledge from conversations — enabling agents to remember, understand, and continuously evolve. + +[Paper][arxiv-evermemos-link] · [Docs](methods/evermemos/) · [Quick Start](#quick-start) + + + +#### HyperMem + +A hypergraph-based hierarchical memory architecture that captures high-order associations through hyperedges. Organizes memory into topic, event, and fact layers for coarse-to-fine long-term conversation retrieval. LoCoMo 92.73%. + +[Paper][arxiv-hypermem-link] · [Docs](methods/hypermem/) + +
+ +### Benchmarks + + + + + + +
+ +#### EverMemBench + +Three-layer memory quality evaluation: factual recall, applied reasoning, and personalized generalization. Evaluates memory systems and LLMs under a unified standard. + +[Paper][arxiv-evermembench-link] · [Dataset][hf-link] · [Docs](benchmarks/evermembench/) + + + +#### EvoAgentBench + +Agent self-evolution evaluation — not static snapshots, but longitudinal growth curves. Measures transfer efficiency, error avoidance, and skill-hit quality through controlled experiments with and without evolution. + +[Docs](benchmarks/evoagentbench/) + +
+ +> All benchmarks are designed as **open public standards**. Any memory architecture or agent framework can be evaluated under the same ruler. + +
+
+ +[![][back-to-top]][readme-top] + +
+ +## Key Results + +### Memory Performance + +| System | LoCoMo | LongMemEval-S | +| :--- | :----: | :----: | +| **EverMemOS** | **93.05%** | **83.00%** | +| **HyperMem** | **92.73%** | — | +| Mem0 | 78.4% | — | +| MemOS | 74.2% | — | +| Zep | 71.6% | — | + +### Self-Evolution Gains + +| Task Type | Agent + LLM | Baseline | + EverOS Skills | Delta | +| :--- | :--- | :----: | :----: | :----: | +| Code (Django) | OpenClaw + Qwen3.5-397B | 37% | 58% | **+21%** | +| Code (Django) | Nanobot + Qwen3.5-397B | 21% | 47% | **+26%** | +| General (GDPVAL) | OpenClaw + Qwen3.5-397B | 29% | 69% | **+40%** | +| General (GDPVAL) | OpenClaw + Qwen3.5-27B | 41% | 61% | **+20%** | + +
+
+ +[![][back-to-top]][readme-top] + +
## Use Cases @@ -94,7 +182,7 @@ Welcome to EverOS! Join our community to help improve the project and collaborat **EverMind + OpenClaw Agent Memory and Plugin** -Claw is putting the pieces of his memory together. Imagine a 24/7 agent with continuous learning memory that you can carry with you wherever you go next. Check out the [agent_memory][usecase-openclaw-link] branch and the [plugin][usecase-openclaw-plugin-link] for more details. +Imagine a 24/7 agent with continuous learning memory that you can carry with you wherever you go. Check out the [agent_memory][usecase-openclaw-link] branch and the [plugin][usecase-openclaw-plugin-link] for more details. ![divider][divider-light] ![divider][divider-dark] @@ -117,7 +205,7 @@ See the [Live2D Character with Memory Example][usecase-live2d-link] for more det **Computer-Use with Memory** -Use computer-use to launch screenshot to do analysis all in your memory. +Use computer-use to launch screenshot-based analysis, all stored in your memory. See the [live demo][usecase-computer-link] for more details. ![divider][divider-light] @@ -153,37 +241,9 @@ See the [code][usecase-claude-link] for more details. **Visualize Memories with Graphs** -Memory Graph view that visualizes your stored entities and how they relate. This is a pure frontend demo which has not been plugged into the backend yet, and we are working on it. +Memory Graph view that visualizes your stored entities and how they relate. This is a pure frontend demo which has not been plugged into the backend yet — we are working on it. See the [live demo][usecase-graph-link]. - -
@@ -193,56 +253,51 @@ See the [live demo][usecase-graph-link]. ## Quick Start -### Prerequisites +```bash +git clone https://github.com/EverMind-AI/EverOS.git +cd EverOS +``` -- Python 3.10+ • Docker 20.10+ • uv package manager • 4GB RAM +Then navigate to the component you need: -**Verify Prerequisites:** +| | Use Case | Entry Point | +| :-- | :--- | :--- | +| **EverMemos** | Build agents with long-term memory | [methods/evermemos/](methods/evermemos/) | +| **HyperMem** | Use the hypergraph memory architecture | [methods/hypermem/](methods/hypermem/) | +| **EverMemBench** | Evaluate memory system quality | [benchmarks/evermembench/](benchmarks/evermembench/) | +| **EvoAgentBench** | Measure agent self-evolution | [benchmarks/evoagentbench/](benchmarks/evoagentbench/) | -```bash -# Verify you have the required versions -python --version # Should be 3.10+ -docker --version # Should be 20.10+ -``` +> Each component has its own installation guide, dependency configuration, and usage examples. -### Installation +### EverMemos Quick Start ```bash -# 1. Clone and navigate -git clone https://github.com/EverMind-AI/EverOS.git -cd EverOS +cd methods/evermemos -# 2. Start Docker services +# Start Docker services docker compose up -d -# 3. Install uv and dependencies +# Install dependencies curl -LsSf https://astral.sh/uv/install.sh | sh uv sync -# 4. Configure API keys +# Configure API keys cp env.template .env # Edit .env and set: # - LLM_API_KEY (for memory extraction) # - VECTORIZE_API_KEY (for embedding/rerank) -# 5. Start server +# Start server uv run python src/run.py -# 6. Verify installation +# Verify installation curl http://localhost:1995/health # Expected response: {"status": "healthy", ...} ``` -✅ Server running at `http://localhost:1995` • [Full Setup Guide][setup-guide] +Server runs at `http://localhost:1995` · [Full Setup Guide][setup-guide] -
-
- -[![][back-to-top]][readme-top] - -
- -## Basic Usage +### Basic Usage Store and retrieve memories with simple Python code: @@ -272,7 +327,7 @@ for memory_group in result.get("memories", []): print(f"Memory: {memory_group}") ``` -📖 [More Examples][usage-examples] • 📚 [API Reference][api-docs] • 🎯 [Interactive Demos][interactive-demos] +[More Examples][usage-examples] · [API Reference][api-docs] · [Interactive Demos][interactive-demos]
@@ -314,39 +369,6 @@ See the [Demo Guide][interactive-demos] for details.
-## Advanced Techniques - -- **[Group Chat Conversations][group-chat-guide]** - Combine messages from multiple speakers -- **[Conversation Metadata Control][metadata-control-guide]** - Fine-grained control over conversation context -- **[Memory Retrieval Strategies][retrieval-strategies-guide]** - Lightweight vs Agentic retrieval modes -- **[Batch Operations][batch-operations-guide]** - Process multiple messages efficiently - -
-
- -[![][back-to-top]][readme-top] - -
- -## Documentation - -| Guide | Description | -| ----- | ----------- | -| [Quick Start][getting-started] | Installation and configuration | -| [Configuration Guide][config-guide] | Environment variables and services | -| [API Usage Guide][api-usage-guide] | Endpoints and data formats | -| [Development Guide][dev-guide] | Architecture and best practices | -| [Memory API][memory-api-doc] | Complete API reference | -| [Demo Guide][demo-guide] | Interactive examples | -| [Evaluation Guide][evaluation-guide] | Benchmark testing | - -
-
- -[![][back-to-top]][readme-top] - -
- ## Evaluation & Benchmarking EverOS achieves **93% overall accuracy** on the LoCoMo benchmark, outperforming comparable memory systems. @@ -357,11 +379,11 @@ EverOS achieves **93% overall accuracy** on the LoCoMo benchmark, outperforming ### Supported Benchmarks -- **[LoCoMo][locomo-link]** - Long-context memory benchmark with single/multi-hop reasoning -- **[LongMemEval][longmemeval-link]** - Multi-session conversation evaluation -- **[PersonaMem][personamem-link]** - Persona-based memory evaluation +- **[LoCoMo][locomo-link]** — Long-context memory benchmark with single/multi-hop reasoning +- **[LongMemEval][longmemeval-link]** — Multi-session conversation evaluation +- **[PersonaMem][personamem-link]** — Persona-based memory evaluation -### Quick Start +### Run Evaluations ```bash # Install evaluation dependencies @@ -377,7 +399,7 @@ uv run python -m evaluation.cli --dataset locomo --system evermemos cat evaluation/results/locomo-evermemos/report.txt ``` -📊 [Full Evaluation Guide][evaluation-guide] • 📈 [Complete Results][evaluation-results-link] +[Full Evaluation Guide][evaluation-guide] · [Complete Results][evaluation-results-link]
@@ -386,23 +408,44 @@ cat evaluation/results/locomo-evermemos/report.txt
-## GitHub Codespaces +## Documentation + +| Guide | Description | +| ----- | ----------- | +| [Quick Start][getting-started] | Installation and configuration | +| [Configuration Guide][config-guide] | Environment variables and services | +| [API Usage Guide][api-usage-guide] | Endpoints and data formats | +| [Development Guide][dev-guide] | Architecture and best practices | +| [Memory API][memory-api-doc] | Complete API reference | +| [Demo Guide][demo-guide] | Interactive examples | +| [Evaluation Guide][evaluation-guide] | Benchmark testing | -EverOS supports [GitHub Codespaces][codespaces-link] for cloud-based development. This eliminates the need to set up Docker, manage local network configurations, or worry about environment compatibility issues. +### Advanced Techniques -[![Open in GitHub Codespaces][codespaces-badge]][codespaces-project-link] +- **[Group Chat Conversations][group-chat-guide]** — Combine messages from multiple speakers +- **[Conversation Metadata Control][metadata-control-guide]** — Fine-grained control over conversation context +- **[Memory Retrieval Strategies][retrieval-strategies-guide]** — Lightweight vs Agentic retrieval modes +- **[Batch Operations][batch-operations-guide]** — Process multiple messages efficiently -![divider][divider-light] -![divider][divider-dark] +
+
-### Requirements +[![][back-to-top]][readme-top] + +
+ +## GitHub Codespaces + +EverOS supports [GitHub Codespaces][codespaces-link] for cloud-based development — no Docker setup or local environment configuration needed. + +[![Open in GitHub Codespaces][codespaces-badge]][codespaces-project-link] | Machine Type | Status | Notes | | ------------ | ------ | ----- | -| 2-core (Free tier) | ❌ Not supported | Insufficient resources for infrastructure services | -| 4-core | ✅ Minimum | Works but may be slow under load | -| 8-core | ✅ Recommended | Good performance with all services | -| 16-core+ | ✅ Optimal | Best for heavy development workloads | +| 2-core (Free tier) | Not supported | Insufficient resources for infrastructure services | +| 4-core | Minimum | Works but may be slow under load | +| 8-core | Recommended | Good performance with all services | +| 16-core+ | Optimal | Best for heavy development workloads | > **Note:** If your company provides GitHub Codespaces, hardware limitations typically will not be an issue since enterprise plans often include access to larger machine types. @@ -423,13 +466,16 @@ All infrastructure services (MongoDB, Elasticsearch, Milvus, Redis) start automa
-## Questions +## Community -EverOS is available on these AI-powered Q&A platforms. They can help you find answers quickly and accurately in multiple languages, covering everything from basic setup to advanced implementation details. +We love open-source energy! Whether you are squashing bugs, shipping features, sharpening docs, or tossing in ideas — every PR moves EverOS forward. -| Service | Link | -| ------- | ---- | +| Platform | Link | +| :--- | :--- | +| Discord | [![Discord Members][discord-members-badge]][discord] | +| WeChat | [![WeChat][wechat-badge]][wechat] | | DeepWiki | [![Ask DeepWiki][deepwiki-badge]][deepwiki] | +| Discussions | [GitHub Discussions][discussions] |
@@ -438,12 +484,39 @@ EverOS is available on these AI-powered Q&A platforms. They can help you find an
-
- - -## 🌟 Star and stay tuned with us - -![star us gif][star-gif] +## Citation + +If EverOS helps your research, please cite: + +```bibtex +@article{evermemos2025, + title = {EverMemOS: A Self-Organizing Memory Operating System for AI Agents}, + author = {EverMind Team}, + journal = {arXiv preprint arXiv:2601.02163}, + year = {2025} +} + +@article{hypermem2026, + title = {HyperMem: Hypergraph Memory for Long-Term Conversations}, + author = {Yue, Hu, Sheng, Zhou, Zhang, Liu, Guo, Deng}, + journal = {arXiv preprint arXiv:2604.08256}, + year = {2026} +} + +@article{evermembench2025, + title = {EverMemBench: A Comprehensive Benchmark for Long-Term Memory + in Conversational AI}, + author = {EverMind Team}, + journal = {arXiv preprint arXiv:2602.01313}, + year = {2025} +} + +@article{evoagentbench2025, + title = {EvoAgentBench: The First Objective Benchmark for Agent Self-Evolution}, + author = {EverMind Team}, + year = {2025} +} +```
@@ -454,17 +527,7 @@ EverOS is available on these AI-powered Q&A platforms. They can help you find an ## Contributing -We love open-source energy! Whether you are squashing bugs, shipping features, sharpening docs, or just tossing in wild ideas, every PR moves EverOS forward. Browse [Issues][issues-link] to find your perfect entry point, then show us what you have got. Let us build the future of memory together. - -
- -> [!TIP] -> -> **Welcome all kinds of contributions** 🎉 -> -> Join us in building EverOS better! Every contribution makes a difference, from code to documentation. Share your projects on social media to inspire others! -> -> Connect with one of the EverOS maintainers [@elliotchen200][elliot-x-link] on 𝕏 or [@cyfyifanchen][cyfyifanchen-link] on GitHub for project updates, discussions, and collaboration opportunities. +Browse [Issues][issues-link] to find your entry point, join [Discussions][discussions] to share ideas, or connect with maintainers — [@elliotchen200][elliot-x-link] on X and [@cyfyifanchen][cyfyifanchen-link] on GitHub. ![divider][divider-light] ![divider][divider-dark] @@ -473,46 +536,24 @@ We love open-source energy! Whether you are squashing bugs, shipping features, s [![EverOS Contributors][contributors-image]][contributors] -![divider][divider-light] -![divider][divider-dark] - ### Contribution Guidelines Read our [Contribution Guidelines][contributing-doc] for code standards and Git workflow. -![divider][divider-light] -![divider][divider-dark] +### License -### License & Citation & Acknowledgments +[Apache 2.0][license] -[Apache 2.0][license] • [Citation][citation-doc] • [Acknowledgments][acknowledgments-doc] +--- -
+
-
- -[![][back-to-top]][readme-top] +EverMind · Keep in Mind. Evolve over Time.
[readme-top]: #readme-top -[welcome]: #welcome-to-evermemos -[introduction]: #introduction -[why-evermemos]: #why-evermemos -[use-cases]: #use-cases -[quick-start]: #quick-start -[prerequisites]: #prerequisites -[installation]: #installation -[codespaces]: #github-codespaces -[run-demo]: #run-the-demo -[full-demo-experience]: #full-demo-experience -[api-usage]: #basic-usage -[evaluation-section]: #evaluation--benchmarking -[docs-section]: #documentation -[questions-section]: #questions -[contributing]: #contributing -[demo-section]: #demo [divider-light]: https://github.com/user-attachments/assets/2e2bbcc6-e6d8-4227-83c6-0620fc96f761#gh-light-mode-only @@ -520,67 +561,44 @@ Read our [Contribution Guidelines][contributing-doc] for code standards and Git [banner-gif]: https://github.com/user-attachments/assets/73634a04-9ea8-4ce8-a8ec-eb71925df968 -[competition-image]: https://github.com/user-attachments/assets/739a0939-ab1d-4659-81c4-0842466afde9 [usecase-openclaw-image]: 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https://img.shields.io/badge/arXiv-2601.02163-b31b1b?labelColor=gray&style=flat-square&logo=arxiv&logoColor=white -[license-badge]: https://img.shields.io/badge/License-Apache%202.0-blue?labelColor=gray&labelColor=F5C842&style=flat-square - - -[python-badge]: https://img.shields.io/badge/Python-3.10+-blue?labelColor=gray&style=flat-square&logo=python&logoColor=white&labelColor=F5C842 -[docker-badge]: https://img.shields.io/badge/Docker-Supported-4A90E2?labelColor=gray&style=flat-square&logo=docker&logoColor=white&labelColor=F5C842 -[fastapi-badge]: https://img.shields.io/badge/FastAPI-Latest-26A69A?labelColor=gray&style=flat-square&logo=fastapi&logoColor=white&labelColor=F5C842 -[mongodb-badge]: https://img.shields.io/badge/MongoDB-7.0+-00C853?labelColor=gray&style=flat-square&logo=mongodb&logoColor=white&labelColor=F5C842 -[elasticsearch-badge]: https://img.shields.io/badge/Elasticsearch-8.x-0084FF?labelColor=gray&style=flat-square&logo=elasticsearch&logoColor=white&labelColor=F5C842 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https://github.com/EverMind-AI/EverOS/blob/main/LICENSE +[website]: https://evermind.ai +[blog]: https://evermind.ai/blogs +[docs]: https://docs.evermind.ai +[api-docs]: https://docs.evermind.ai/api-reference/introduction +[discussions]: https://github.com/EverMind-AI/EverOS/discussions [discord]: https://discord.gg/gYep5nQRZJ -[wechat]: https://github.com/EverMind-AI/EverMemOS/discussions/67 -[deepwiki]: https://deepwiki.com/EverMind-AI/EverMemOS +[wechat]: https://github.com/EverMind-AI/EverOS/discussions/67 +[deepwiki]: https://deepwiki.com/EverMind-AI/EverOS + + +[arxiv-evermemos-link]: https://arxiv.org/abs/2601.02163 +[arxiv-hypermem-link]: https://arxiv.org/abs/2604.08256 +[arxiv-evermembench-link]: https://arxiv.org/abs/2602.01313 +[hf-link]: https://huggingface.co/datasets/EverMind-AI/EverMemBench-Dynamic + + [usecase-openclaw-link]: https://github.com/EverMind-AI/EverMemOS/tree/agent_memory [usecase-openclaw-plugin-link]: https://github.com/EverMind-AI/EverMemOS/tree/agent_memory/evermemos-openclaw-plugin [ten-framework-link]: https://github.com/TEN-framework/ten-framework @@ -589,11 +607,8 @@ Read our [Contribution Guidelines][contributing-doc] for code standards and Git [usecase-got-link]: https://github.com/EverMind-AI/evermem_got_demo [usecase-claude-link]: https://github.com/EverMind-AI/evermem-claude-code [usecase-graph-link]: https://main.d2j21qxnymu6wl.amplifyapp.com/graph.html -[paper-link]: https://arxiv.org/abs/2601.02163 -[overview-doc]: docs/OVERVIEW.md -[architecture-doc]: docs/ARCHITECTURE.md -[full-docs]: docs/ -[changelog-doc]: docs/CHANGELOG.md + + [setup-guide]: docs/installation/SETUP.md [usage-examples]: docs/usage/USAGE_EXAMPLES.md [interactive-demos]: docs/usage/DEMOS.md @@ -608,37 +623,21 @@ Read our [Contribution Guidelines][contributing-doc] for code standards and Git [memory-api-doc]: docs/api_docs/memory_api.md [demo-guide]: demo/README.md [evaluation-guide]: evaluation/README.md + + [locomo-link]: https://github.com/snap-research/locomo [longmemeval-link]: https://huggingface.co/datasets/xiaowu0162/longmemeval-cleaned [personamem-link]: https://huggingface.co/datasets/bowen-upenn/PersonaMem [evaluation-results-link]: https://huggingface.co/datasets/EverMind-AI/EverMemOS_Eval_Results + + [codespaces-link]: https://github.com/features/codespaces -[codespaces-project-link]: https://codespaces.new/EverMind-AI/EverMemOS -[issues-link]: https://github.com/EverMind-AI/EverMemOS/issues +[codespaces-project-link]: https://codespaces.new/EverMind-AI/EverOS + + +[issues-link]: https://github.com/EverMind-AI/EverOS/issues [elliot-x-link]: https://x.com/elliotchen200 [cyfyifanchen-link]: https://github.com/cyfyifanchen -[contributors-image]: https://contrib.rocks/image?repo=EverMind-AI/EverMemOS -[contributors]: https://github.com/EverMind-AI/EverMemOS/graphs/contributors +[contributors-image]: https://contrib.rocks/image?repo=EverMind-AI/EverOS +[contributors]: https://github.com/EverMind-AI/EverOS/graphs/contributors [contributing-doc]: CONTRIBUTING.md -[citation-doc]: docs/CITATION.md -[acknowledgments-doc]: docs/ACKNOWLEDGMENTS.md -[hugging-face]: https://huggingface.co/EverMind-AI -[x]: https://x.com/EverMindAI -[linkedin]: https://www.linkedin.com/company/ai-evermind -[reddit]: https://www.reddit.com/r/EverMindAI/ - - -[share-linkedin-link]: https://linkedin.com/feed/?shareActive=true&text=Check%20this%20repo%20out.%0A%0AEverMemOS%3A%20persistent%20memory%20for%20all%20agents.%0A%0AOpen%20source%20and%20ready%20to%20use.%0A%0Ahttps%3A%2F%2Fgithub.com%2FEverMind-AI%2FEverMemOS -[share-linkedin-shield]: https://img.shields.io/badge/-Share%20on%20LinkedIn-555?labelColor=555&style=flat-square&logo=linkedin&logoColor=white -[share-mastodon-link]: 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https://x.com/intent/tweet?text=Check%20this%20repo%20out.%0A%0AEverMemOS%3A%20persistent%20memory%20for%20all%20agents.%0A%0AOpen%20source%20and%20ready%20to%20use.&url=https%3A%2F%2Fgithub.com%2FEverMind-AI%2FEverMemOS -[share-x-shield]: https://img.shields.io/badge/-Share%20on%20X-555?labelColor=555&logo=x&logoColor=white&style=flat-square diff --git a/benchmarks/evermembench/README.md b/benchmarks/evermembench/README.md new file mode 100644 index 00000000..bd9f6047 --- /dev/null +++ b/benchmarks/evermembench/README.md @@ -0,0 +1,31 @@ +# EverMemBench + +A comprehensive benchmark for evaluating long-term memory quality in conversational AI. + +## Overview + +EverMemBench evaluates memory systems across three dimensions: + +1. **Factual Recall** - Can the system accurately retrieve stored facts? +2. **Applied Reasoning** - Can the system reason over retrieved memories? +3. **Personalized Generalization** - Can the system generalize from memories to new contexts? + +All memory systems and LLMs are evaluated under a unified standard. + +## Dataset + +- [EverMemBench-Dynamic on Hugging Face](https://huggingface.co/datasets/EverMind-AI/EverMemBench-Dynamic) + +## Paper + +- [EverMemBench: A Comprehensive Benchmark for Long-Term Memory in Conversational AI](https://arxiv.org/pdf/2602.01313) + +## Quick Start + +```bash +# From the project root +uv sync --group evaluation +uv run python -m evaluation.cli --dataset locomo --system evermemos --smoke +``` + +See the [Evaluation Guide](../../evaluation/README.md) for full details. diff --git a/benchmarks/evoagentbench/README.md b/benchmarks/evoagentbench/README.md new file mode 100644 index 00000000..52d850de --- /dev/null +++ b/benchmarks/evoagentbench/README.md @@ -0,0 +1,24 @@ +# EvoAgentBench + +The first objective benchmark for agent self-evolution. + +## Overview + +EvoAgentBench measures agent self-evolution capability through longitudinal growth curves rather than static snapshots. It uses controlled experiments (with vs. without evolution) to evaluate: + +- **Transfer Efficiency** - How well does the agent transfer learned skills to new tasks? +- **Error Avoidance** - Does the agent learn to avoid previously encountered mistakes? +- **Skill Hit Quality** - How accurately does the agent apply acquired skills? + +## Key Results + +| Task | Agent + LLM | Baseline | + EverOS Skills | Delta | +| ---- | ----------- | -------- | --------------- | ----- | +| Code (Django) | OpenClaw + Qwen3.5-397B | 37% | 58% | **+21%** | +| Code (Django) | Nanobot + Qwen3.5-397B | 21% | 47% | **+26%** | +| General (GDPVAL) | OpenClaw + Qwen3.5-397B | 29% | 69% | **+40%** | +| General (GDPVAL) | OpenClaw + Qwen3.5-27B | 41% | 61% | **+20%** | + +## Status + +Coming soon. diff --git a/AGENTS.md b/methods/evermemos/AGENTS.md similarity index 100% rename from AGENTS.md rename to methods/evermemos/AGENTS.md diff --git a/CONTRIBUTING.md b/methods/evermemos/CONTRIBUTING.md similarity index 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a/src/core/observation/tracing/decorators.py b/methods/evermemos/src/core/observation/tracing/decorators.py similarity index 100% rename from src/core/observation/tracing/decorators.py rename to methods/evermemos/src/core/observation/tracing/decorators.py diff --git a/src/core/oxm/__init__.py b/methods/evermemos/src/core/oxm/__init__.py similarity index 100% rename from src/core/oxm/__init__.py rename to methods/evermemos/src/core/oxm/__init__.py diff --git a/src/core/oxm/constants.py b/methods/evermemos/src/core/oxm/constants.py similarity index 100% rename from src/core/oxm/constants.py rename to methods/evermemos/src/core/oxm/constants.py diff --git a/src/core/oxm/es/__init__.py b/methods/evermemos/src/core/oxm/es/__init__.py similarity index 100% rename from src/core/oxm/es/__init__.py rename to methods/evermemos/src/core/oxm/es/__init__.py diff --git a/src/core/oxm/es/analyzer.py b/methods/evermemos/src/core/oxm/es/analyzer.py similarity index 100% rename from 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a/src/core/oxm/es/mapping_templates.py b/methods/evermemos/src/core/oxm/es/mapping_templates.py similarity index 100% rename from src/core/oxm/es/mapping_templates.py rename to methods/evermemos/src/core/oxm/es/mapping_templates.py diff --git a/src/core/oxm/es/migration/__init__.py b/methods/evermemos/src/core/oxm/es/migration/__init__.py similarity index 100% rename from src/core/oxm/es/migration/__init__.py rename to methods/evermemos/src/core/oxm/es/migration/__init__.py diff --git a/src/core/oxm/es/migration/utils.py b/methods/evermemos/src/core/oxm/es/migration/utils.py similarity index 100% rename from src/core/oxm/es/migration/utils.py rename to methods/evermemos/src/core/oxm/es/migration/utils.py diff --git a/src/core/oxm/milvus/__init__.py b/methods/evermemos/src/core/oxm/milvus/__init__.py similarity index 100% rename from src/core/oxm/milvus/__init__.py rename to methods/evermemos/src/core/oxm/milvus/__init__.py diff --git a/src/core/oxm/milvus/async_collection.py 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a/src/core/oxm/milvus/milvus_collection_base.py b/methods/evermemos/src/core/oxm/milvus/milvus_collection_base.py similarity index 100% rename from src/core/oxm/milvus/milvus_collection_base.py rename to methods/evermemos/src/core/oxm/milvus/milvus_collection_base.py diff --git a/src/core/oxm/mongo/__init__.py b/methods/evermemos/src/core/oxm/mongo/__init__.py similarity index 100% rename from src/core/oxm/mongo/__init__.py rename to methods/evermemos/src/core/oxm/mongo/__init__.py diff --git a/src/core/oxm/mongo/audit_base.py b/methods/evermemos/src/core/oxm/mongo/audit_base.py similarity index 100% rename from src/core/oxm/mongo/audit_base.py rename to methods/evermemos/src/core/oxm/mongo/audit_base.py diff --git a/src/core/oxm/mongo/base_repository.py b/methods/evermemos/src/core/oxm/mongo/base_repository.py similarity index 100% rename from src/core/oxm/mongo/base_repository.py rename to methods/evermemos/src/core/oxm/mongo/base_repository.py diff --git a/src/core/oxm/mongo/constant/annotations.py b/methods/evermemos/src/core/oxm/mongo/constant/annotations.py similarity index 100% rename from src/core/oxm/mongo/constant/annotations.py rename to methods/evermemos/src/core/oxm/mongo/constant/annotations.py diff --git a/src/core/oxm/mongo/document_base.py b/methods/evermemos/src/core/oxm/mongo/document_base.py similarity index 100% rename from src/core/oxm/mongo/document_base.py rename to methods/evermemos/src/core/oxm/mongo/document_base.py diff --git a/src/core/oxm/mongo/document_base_with_soft_delete.py b/methods/evermemos/src/core/oxm/mongo/document_base_with_soft_delete.py similarity index 100% rename from src/core/oxm/mongo/document_base_with_soft_delete.py rename to methods/evermemos/src/core/oxm/mongo/document_base_with_soft_delete.py diff --git a/src/core/oxm/mongo/migration/__init__.py b/methods/evermemos/src/core/oxm/mongo/migration/__init__.py similarity index 100% rename from src/core/oxm/mongo/migration/__init__.py rename to methods/evermemos/src/core/oxm/mongo/migration/__init__.py diff --git a/src/core/oxm/mongo/migration/cli.py b/methods/evermemos/src/core/oxm/mongo/migration/cli.py similarity index 100% rename from src/core/oxm/mongo/migration/cli.py rename to methods/evermemos/src/core/oxm/mongo/migration/cli.py diff --git a/src/core/oxm/mongo/migration/manager.py b/methods/evermemos/src/core/oxm/mongo/migration/manager.py similarity index 100% rename from src/core/oxm/mongo/migration/manager.py rename to methods/evermemos/src/core/oxm/mongo/migration/manager.py diff --git a/src/core/oxm/mongo/mongo_utils.py b/methods/evermemos/src/core/oxm/mongo/mongo_utils.py similarity index 100% rename from src/core/oxm/mongo/mongo_utils.py rename to methods/evermemos/src/core/oxm/mongo/mongo_utils.py diff --git a/src/core/oxm/pg/__init__.py b/methods/evermemos/src/core/oxm/pg/__init__.py similarity index 100% rename from src/core/oxm/pg/__init__.py rename to methods/evermemos/src/core/oxm/pg/__init__.py diff 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a/src/core/queue/redis_group_queue/redis_msg_group_queue_manager.py b/methods/evermemos/src/core/queue/redis_group_queue/redis_msg_group_queue_manager.py similarity index 100% rename from src/core/queue/redis_group_queue/redis_msg_group_queue_manager.py rename to methods/evermemos/src/core/queue/redis_group_queue/redis_msg_group_queue_manager.py diff --git a/src/core/queue/redis_group_queue/redis_msg_group_queue_manager_factory.py b/methods/evermemos/src/core/queue/redis_group_queue/redis_msg_group_queue_manager_factory.py similarity index 100% rename from src/core/queue/redis_group_queue/redis_msg_group_queue_manager_factory.py rename to methods/evermemos/src/core/queue/redis_group_queue/redis_msg_group_queue_manager_factory.py diff --git a/src/core/rate_limit/__init__.py b/methods/evermemos/src/core/rate_limit/__init__.py similarity index 100% rename from src/core/rate_limit/__init__.py rename to methods/evermemos/src/core/rate_limit/__init__.py diff --git a/src/core/rate_limit/rate_limiter.py b/methods/evermemos/src/core/rate_limit/rate_limiter.py similarity index 100% rename from src/core/rate_limit/rate_limiter.py rename to methods/evermemos/src/core/rate_limit/rate_limiter.py diff --git a/src/core/request/__init__.py b/methods/evermemos/src/core/request/__init__.py similarity index 100% rename from src/core/request/__init__.py rename to methods/evermemos/src/core/request/__init__.py diff --git a/src/core/request/app_logic_provider.py b/methods/evermemos/src/core/request/app_logic_provider.py similarity index 100% rename from src/core/request/app_logic_provider.py rename to methods/evermemos/src/core/request/app_logic_provider.py diff --git a/src/core/request/request_history_config.py b/methods/evermemos/src/core/request/request_history_config.py similarity index 100% rename from src/core/request/request_history_config.py rename to methods/evermemos/src/core/request/request_history_config.py diff --git 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a/src/core/tenants/tenant_info_provider.py b/methods/evermemos/src/core/tenants/tenant_info_provider.py similarity index 100% rename from src/core/tenants/tenant_info_provider.py rename to methods/evermemos/src/core/tenants/tenant_info_provider.py diff --git a/src/core/tenants/tenant_models.py b/methods/evermemos/src/core/tenants/tenant_models.py similarity index 100% rename from src/core/tenants/tenant_models.py rename to methods/evermemos/src/core/tenants/tenant_models.py diff --git a/src/core/tenants/tenant_switch.py b/methods/evermemos/src/core/tenants/tenant_switch.py similarity index 100% rename from src/core/tenants/tenant_switch.py rename to methods/evermemos/src/core/tenants/tenant_switch.py diff --git a/src/core/tenants/tenantize/__init__.py b/methods/evermemos/src/core/tenants/tenantize/__init__.py similarity index 100% rename from src/core/tenants/tenantize/__init__.py rename to methods/evermemos/src/core/tenants/tenantize/__init__.py diff --git 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methods/evermemos/src/core/tenants/tenantize/oxm/es/tenant_aware_async_document.py diff --git a/src/core/tenants/tenantize/oxm/milvus/__init__.py b/methods/evermemos/src/core/tenants/tenantize/oxm/milvus/__init__.py similarity index 100% rename from src/core/tenants/tenantize/oxm/milvus/__init__.py rename to methods/evermemos/src/core/tenants/tenantize/oxm/milvus/__init__.py diff --git a/src/core/tenants/tenantize/oxm/milvus/config_utils.py b/methods/evermemos/src/core/tenants/tenantize/oxm/milvus/config_utils.py similarity index 100% rename from src/core/tenants/tenantize/oxm/milvus/config_utils.py rename to methods/evermemos/src/core/tenants/tenantize/oxm/milvus/config_utils.py diff --git a/src/core/tenants/tenantize/oxm/milvus/tenant_aware_collection.py b/methods/evermemos/src/core/tenants/tenantize/oxm/milvus/tenant_aware_collection.py similarity index 100% rename from src/core/tenants/tenantize/oxm/milvus/tenant_aware_collection.py rename to methods/evermemos/src/core/tenants/tenantize/oxm/milvus/tenant_aware_collection.py diff --git a/src/core/tenants/tenantize/oxm/milvus/tenant_aware_collection_with_suffix.py b/methods/evermemos/src/core/tenants/tenantize/oxm/milvus/tenant_aware_collection_with_suffix.py similarity index 100% rename from src/core/tenants/tenantize/oxm/milvus/tenant_aware_collection_with_suffix.py rename to methods/evermemos/src/core/tenants/tenantize/oxm/milvus/tenant_aware_collection_with_suffix.py diff --git a/src/core/tenants/tenantize/oxm/mongo/__init__.py b/methods/evermemos/src/core/tenants/tenantize/oxm/mongo/__init__.py similarity index 100% rename from src/core/tenants/tenantize/oxm/mongo/__init__.py rename to methods/evermemos/src/core/tenants/tenantize/oxm/mongo/__init__.py diff --git a/src/core/tenants/tenantize/oxm/mongo/config_utils.py b/methods/evermemos/src/core/tenants/tenantize/oxm/mongo/config_utils.py similarity index 100% rename from src/core/tenants/tenantize/oxm/mongo/config_utils.py rename to methods/evermemos/src/core/tenants/tenantize/oxm/mongo/config_utils.py diff --git a/src/core/tenants/tenantize/oxm/mongo/tenant_aware_client_factory.py b/methods/evermemos/src/core/tenants/tenantize/oxm/mongo/tenant_aware_client_factory.py similarity index 100% rename from src/core/tenants/tenantize/oxm/mongo/tenant_aware_client_factory.py rename to methods/evermemos/src/core/tenants/tenantize/oxm/mongo/tenant_aware_client_factory.py diff --git a/src/core/tenants/tenantize/oxm/mongo/tenant_aware_mongo_client.py b/methods/evermemos/src/core/tenants/tenantize/oxm/mongo/tenant_aware_mongo_client.py similarity index 100% rename from src/core/tenants/tenantize/oxm/mongo/tenant_aware_mongo_client.py rename to methods/evermemos/src/core/tenants/tenantize/oxm/mongo/tenant_aware_mongo_client.py diff --git a/src/core/tenants/tenantize/tenant_cache_utils.py b/methods/evermemos/src/core/tenants/tenantize/tenant_cache_utils.py similarity index 100% rename from src/core/tenants/tenantize/tenant_cache_utils.py rename to methods/evermemos/src/core/tenants/tenantize/tenant_cache_utils.py diff --git a/src/devops_scripts/__init__.py b/methods/evermemos/src/devops_scripts/__init__.py similarity index 100% rename from src/devops_scripts/__init__.py rename to methods/evermemos/src/devops_scripts/__init__.py diff --git a/src/devops_scripts/commitlint/__init__.py b/methods/evermemos/src/devops_scripts/commitlint/__init__.py similarity index 100% rename from src/devops_scripts/commitlint/__init__.py rename to methods/evermemos/src/devops_scripts/commitlint/__init__.py diff --git a/src/devops_scripts/commitlint/conventional_commit_lint.py b/methods/evermemos/src/devops_scripts/commitlint/conventional_commit_lint.py similarity index 100% rename from src/devops_scripts/commitlint/conventional_commit_lint.py rename to methods/evermemos/src/devops_scripts/commitlint/conventional_commit_lint.py diff --git a/src/devops_scripts/data_fix/__init__.py b/methods/evermemos/src/devops_scripts/data_fix/__init__.py similarity index 100% rename from src/devops_scripts/data_fix/__init__.py rename to methods/evermemos/src/devops_scripts/data_fix/__init__.py diff --git a/src/devops_scripts/data_fix/data_fix_docs/DATA_FIX_README.md b/methods/evermemos/src/devops_scripts/data_fix/data_fix_docs/DATA_FIX_README.md similarity index 100% rename from src/devops_scripts/data_fix/data_fix_docs/DATA_FIX_README.md rename to methods/evermemos/src/devops_scripts/data_fix/data_fix_docs/DATA_FIX_README.md diff --git a/src/devops_scripts/data_fix/data_fix_docs/elasticsearch_scripts_guide.md b/methods/evermemos/src/devops_scripts/data_fix/data_fix_docs/elasticsearch_scripts_guide.md similarity index 100% rename from src/devops_scripts/data_fix/data_fix_docs/elasticsearch_scripts_guide.md rename to methods/evermemos/src/devops_scripts/data_fix/data_fix_docs/elasticsearch_scripts_guide.md diff --git a/src/devops_scripts/data_fix/data_fix_docs/milvus_scripts_guide.md b/methods/evermemos/src/devops_scripts/data_fix/data_fix_docs/milvus_scripts_guide.md similarity index 100% rename from src/devops_scripts/data_fix/data_fix_docs/milvus_scripts_guide.md rename to methods/evermemos/src/devops_scripts/data_fix/data_fix_docs/milvus_scripts_guide.md diff --git a/src/devops_scripts/data_fix/data_fix_docs/mongodb_scripts_guide.md b/methods/evermemos/src/devops_scripts/data_fix/data_fix_docs/mongodb_scripts_guide.md similarity index 100% rename from src/devops_scripts/data_fix/data_fix_docs/mongodb_scripts_guide.md rename to methods/evermemos/src/devops_scripts/data_fix/data_fix_docs/mongodb_scripts_guide.md diff --git a/src/devops_scripts/data_fix/es_rebuild_index.py b/methods/evermemos/src/devops_scripts/data_fix/es_rebuild_index.py similarity index 100% rename from src/devops_scripts/data_fix/es_rebuild_index.py rename to methods/evermemos/src/devops_scripts/data_fix/es_rebuild_index.py diff --git a/src/devops_scripts/data_fix/es_sync_docs.py b/methods/evermemos/src/devops_scripts/data_fix/es_sync_docs.py similarity index 100% rename from src/devops_scripts/data_fix/es_sync_docs.py rename to methods/evermemos/src/devops_scripts/data_fix/es_sync_docs.py diff --git a/src/devops_scripts/data_fix/es_sync_episodic_memory_docs.py b/methods/evermemos/src/devops_scripts/data_fix/es_sync_episodic_memory_docs.py similarity index 100% rename from src/devops_scripts/data_fix/es_sync_episodic_memory_docs.py rename to methods/evermemos/src/devops_scripts/data_fix/es_sync_episodic_memory_docs.py diff --git a/src/devops_scripts/data_fix/milvus_rebuild_collection.py b/methods/evermemos/src/devops_scripts/data_fix/milvus_rebuild_collection.py similarity index 100% rename from src/devops_scripts/data_fix/milvus_rebuild_collection.py rename to methods/evermemos/src/devops_scripts/data_fix/milvus_rebuild_collection.py diff --git a/src/devops_scripts/data_fix/milvus_sync_docs.py b/methods/evermemos/src/devops_scripts/data_fix/milvus_sync_docs.py similarity index 100% rename from src/devops_scripts/data_fix/milvus_sync_docs.py rename to methods/evermemos/src/devops_scripts/data_fix/milvus_sync_docs.py diff --git a/src/devops_scripts/data_fix/milvus_sync_episodic_memory_docs.py b/methods/evermemos/src/devops_scripts/data_fix/milvus_sync_episodic_memory_docs.py similarity index 100% rename from src/devops_scripts/data_fix/milvus_sync_episodic_memory_docs.py rename to methods/evermemos/src/devops_scripts/data_fix/milvus_sync_episodic_memory_docs.py diff --git a/src/devops_scripts/data_fix/mongo_add_timestamp_shard.py b/methods/evermemos/src/devops_scripts/data_fix/mongo_add_timestamp_shard.py similarity index 100% rename from src/devops_scripts/data_fix/mongo_add_timestamp_shard.py rename to methods/evermemos/src/devops_scripts/data_fix/mongo_add_timestamp_shard.py diff --git a/src/devops_scripts/data_fix/mongo_fix_episodic_memory_missing_vector.py b/methods/evermemos/src/devops_scripts/data_fix/mongo_fix_episodic_memory_missing_vector.py similarity index 100% rename from src/devops_scripts/data_fix/mongo_fix_episodic_memory_missing_vector.py rename to methods/evermemos/src/devops_scripts/data_fix/mongo_fix_episodic_memory_missing_vector.py diff --git a/src/devops_scripts/i18n/__init__.py b/methods/evermemos/src/devops_scripts/i18n/__init__.py similarity index 100% rename from src/devops_scripts/i18n/__init__.py rename to methods/evermemos/src/devops_scripts/i18n/__init__.py diff --git a/src/devops_scripts/i18n/i18n_tool.py b/methods/evermemos/src/devops_scripts/i18n/i18n_tool.py similarity index 100% rename from src/devops_scripts/i18n/i18n_tool.py rename to methods/evermemos/src/devops_scripts/i18n/i18n_tool.py diff --git a/src/devops_scripts/mongo_migrate.py b/methods/evermemos/src/devops_scripts/mongo_migrate.py similarity index 100% rename from src/devops_scripts/mongo_migrate.py rename to methods/evermemos/src/devops_scripts/mongo_migrate.py diff --git a/src/devops_scripts/sensitive_info/__init__.py b/methods/evermemos/src/devops_scripts/sensitive_info/__init__.py similarity index 100% rename from src/devops_scripts/sensitive_info/__init__.py rename to methods/evermemos/src/devops_scripts/sensitive_info/__init__.py diff --git a/src/devops_scripts/sensitive_info/sensitive_info_tool.py b/methods/evermemos/src/devops_scripts/sensitive_info/sensitive_info_tool.py similarity index 100% rename from src/devops_scripts/sensitive_info/sensitive_info_tool.py rename to methods/evermemos/src/devops_scripts/sensitive_info/sensitive_info_tool.py diff --git a/src/infra_layer/__init__.py b/methods/evermemos/src/infra_layer/__init__.py similarity index 100% rename from src/infra_layer/__init__.py rename to methods/evermemos/src/infra_layer/__init__.py diff --git a/src/infra_layer/adapters/__init__.py b/methods/evermemos/src/infra_layer/adapters/__init__.py similarity index 100% rename from src/infra_layer/adapters/__init__.py rename to methods/evermemos/src/infra_layer/adapters/__init__.py diff --git a/src/infra_layer/adapters/input/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/__init__.py diff --git a/src/infra_layer/adapters/input/api/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/api/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/api/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/api/__init__.py diff --git a/src/infra_layer/adapters/input/api/dto/global_user_profile_dto.py b/methods/evermemos/src/infra_layer/adapters/input/api/dto/global_user_profile_dto.py similarity index 100% rename from src/infra_layer/adapters/input/api/dto/global_user_profile_dto.py rename to methods/evermemos/src/infra_layer/adapters/input/api/dto/global_user_profile_dto.py diff --git a/src/infra_layer/adapters/input/api/dto/memory_dto.py b/methods/evermemos/src/infra_layer/adapters/input/api/dto/memory_dto.py similarity index 100% rename from src/infra_layer/adapters/input/api/dto/memory_dto.py rename to methods/evermemos/src/infra_layer/adapters/input/api/dto/memory_dto.py diff --git a/src/infra_layer/adapters/input/api/dto/status_dto.py b/methods/evermemos/src/infra_layer/adapters/input/api/dto/status_dto.py similarity index 100% rename from src/infra_layer/adapters/input/api/dto/status_dto.py rename to methods/evermemos/src/infra_layer/adapters/input/api/dto/status_dto.py diff --git a/src/infra_layer/adapters/input/api/global_user_profile/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/api/global_user_profile/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/api/global_user_profile/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/api/global_user_profile/__init__.py diff --git a/src/infra_layer/adapters/input/api/global_user_profile/global_user_profile_controller.py b/methods/evermemos/src/infra_layer/adapters/input/api/global_user_profile/global_user_profile_controller.py similarity index 100% rename from src/infra_layer/adapters/input/api/global_user_profile/global_user_profile_controller.py rename to methods/evermemos/src/infra_layer/adapters/input/api/global_user_profile/global_user_profile_controller.py diff --git a/src/infra_layer/adapters/input/api/health/health_controller.py b/methods/evermemos/src/infra_layer/adapters/input/api/health/health_controller.py similarity index 100% rename from src/infra_layer/adapters/input/api/health/health_controller.py rename to methods/evermemos/src/infra_layer/adapters/input/api/health/health_controller.py diff --git a/src/infra_layer/adapters/input/api/mapper/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/api/mapper/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/api/mapper/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/api/mapper/__init__.py diff --git a/src/infra_layer/adapters/input/api/mapper/group_chat_converter.py b/methods/evermemos/src/infra_layer/adapters/input/api/mapper/group_chat_converter.py similarity index 100% rename from src/infra_layer/adapters/input/api/mapper/group_chat_converter.py rename to methods/evermemos/src/infra_layer/adapters/input/api/mapper/group_chat_converter.py diff --git a/src/infra_layer/adapters/input/api/memory/memory_controller.py b/methods/evermemos/src/infra_layer/adapters/input/api/memory/memory_controller.py similarity index 100% rename from src/infra_layer/adapters/input/api/memory/memory_controller.py rename to methods/evermemos/src/infra_layer/adapters/input/api/memory/memory_controller.py diff --git a/src/infra_layer/adapters/input/api/status/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/api/status/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/api/status/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/api/status/__init__.py diff --git a/src/infra_layer/adapters/input/api/status/status_controller.py b/methods/evermemos/src/infra_layer/adapters/input/api/status/status_controller.py similarity index 100% rename from src/infra_layer/adapters/input/api/status/status_controller.py rename to methods/evermemos/src/infra_layer/adapters/input/api/status/status_controller.py diff --git a/src/infra_layer/adapters/input/jobs/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/jobs/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/jobs/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/jobs/__init__.py diff --git a/src/infra_layer/adapters/input/mcp/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/mcp/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/mcp/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/mcp/__init__.py diff --git a/src/infra_layer/adapters/input/mq/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/mq/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/mq/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/mq/__init__.py diff --git a/src/infra_layer/adapters/input/mq/mapper/__init__.py b/methods/evermemos/src/infra_layer/adapters/input/mq/mapper/__init__.py similarity index 100% rename from src/infra_layer/adapters/input/mq/mapper/__init__.py rename to methods/evermemos/src/infra_layer/adapters/input/mq/mapper/__init__.py diff --git a/src/infra_layer/adapters/out/event/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/event/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/event/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/event/__init__.py diff --git a/src/infra_layer/adapters/out/event/memcell_created_event.py b/methods/evermemos/src/infra_layer/adapters/out/event/memcell_created_event.py similarity index 100% rename from src/infra_layer/adapters/out/event/memcell_created_event.py rename to methods/evermemos/src/infra_layer/adapters/out/event/memcell_created_event.py diff --git a/src/infra_layer/adapters/out/persistence/document/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/__init__.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/__init__.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/behavior_history.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/behavior_history.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/behavior_history.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/behavior_history.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/cluster_state.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/cluster_state.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/cluster_state.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/cluster_state.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/conversation_meta.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/conversation_meta.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/conversation_meta.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/conversation_meta.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/conversation_status.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/conversation_status.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/conversation_status.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/conversation_status.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/core_memory.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/core_memory.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/core_memory.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/core_memory.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/entity.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/entity.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/entity.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/entity.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/episodic_memory.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/episodic_memory.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/episodic_memory.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/episodic_memory.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/event_log_record.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/event_log_record.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/event_log_record.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/event_log_record.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/foresight_record.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/foresight_record.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/foresight_record.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/foresight_record.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/global_user_profile.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/global_user_profile.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/global_user_profile.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/global_user_profile.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/group_profile.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/group_profile.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/group_profile.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/group_profile.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/group_user_profile_memory.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/group_user_profile_memory.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/group_user_profile_memory.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/group_user_profile_memory.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/memcell.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/memcell.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/memcell.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/memcell.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/relationship.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/relationship.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/relationship.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/relationship.py diff --git a/src/infra_layer/adapters/out/persistence/document/memory/user_profile.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/user_profile.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/memory/user_profile.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/memory/user_profile.py diff --git a/src/infra_layer/adapters/out/persistence/document/request/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/request/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/request/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/request/__init__.py diff --git a/src/infra_layer/adapters/out/persistence/document/request/memory_request_log.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/document/request/memory_request_log.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/document/request/memory_request_log.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/document/request/memory_request_log.py diff --git a/src/infra_layer/adapters/out/persistence/mapper/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/mapper/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/mapper/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/mapper/__init__.py diff --git a/src/infra_layer/adapters/out/persistence/mapper/memory_request_log_mapper.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/mapper/memory_request_log_mapper.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/mapper/memory_request_log_mapper.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/mapper/memory_request_log_mapper.py diff --git a/src/infra_layer/adapters/out/persistence/repository/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/__init__.py diff --git a/src/infra_layer/adapters/out/persistence/repository/behavior_history_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/behavior_history_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/behavior_history_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/behavior_history_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/cluster_state_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/cluster_state_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/cluster_state_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/cluster_state_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/conversation_data_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/conversation_data_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/conversation_data_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/conversation_data_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/conversation_meta_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/conversation_meta_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/conversation_meta_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/conversation_meta_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/conversation_status_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/conversation_status_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/conversation_status_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/conversation_status_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/core_memory_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/core_memory_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/core_memory_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/core_memory_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/entity_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/entity_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/entity_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/entity_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/episodic_memory_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/episodic_memory_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/episodic_memory_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/episodic_memory_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/event_log_record_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/event_log_record_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/event_log_record_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/event_log_record_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/foresight_record_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/foresight_record_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/foresight_record_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/foresight_record_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/global_user_profile_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/global_user_profile_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/global_user_profile_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/global_user_profile_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/group_profile_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/group_profile_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/group_profile_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/group_profile_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/group_user_profile_memory_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/group_user_profile_memory_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/group_user_profile_memory_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/group_user_profile_memory_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/memcell_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/memcell_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/memcell_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/memcell_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/memory_request_log_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/memory_request_log_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/memory_request_log_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/memory_request_log_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/relationship_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/relationship_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/relationship_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/relationship_raw_repository.py diff --git a/src/infra_layer/adapters/out/persistence/repository/user_profile_raw_repository.py b/methods/evermemos/src/infra_layer/adapters/out/persistence/repository/user_profile_raw_repository.py similarity index 100% rename from src/infra_layer/adapters/out/persistence/repository/user_profile_raw_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/persistence/repository/user_profile_raw_repository.py diff --git a/src/infra_layer/adapters/out/search/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/search/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/search/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/search/__init__.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/__init__.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/converter/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/converter/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/converter/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/converter/__init__.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/converter/episodic_memory_converter.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/converter/episodic_memory_converter.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/converter/episodic_memory_converter.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/converter/episodic_memory_converter.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/converter/event_log_converter.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/converter/event_log_converter.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/converter/event_log_converter.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/converter/event_log_converter.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/converter/foresight_converter.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/converter/foresight_converter.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/converter/foresight_converter.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/converter/foresight_converter.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/memory/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/memory/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/memory/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/memory/__init__.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/memory/episodic_memory.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/memory/episodic_memory.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/memory/episodic_memory.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/memory/episodic_memory.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/memory/event_log.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/memory/event_log.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/memory/event_log.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/memory/event_log.py diff --git a/src/infra_layer/adapters/out/search/elasticsearch/memory/foresight.py b/methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/memory/foresight.py similarity index 100% rename from src/infra_layer/adapters/out/search/elasticsearch/memory/foresight.py rename to methods/evermemos/src/infra_layer/adapters/out/search/elasticsearch/memory/foresight.py diff --git a/src/infra_layer/adapters/out/search/milvus/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/__init__.py diff --git a/src/infra_layer/adapters/out/search/milvus/converter/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/converter/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/converter/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/converter/__init__.py diff --git a/src/infra_layer/adapters/out/search/milvus/converter/episodic_memory_milvus_converter.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/converter/episodic_memory_milvus_converter.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/converter/episodic_memory_milvus_converter.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/converter/episodic_memory_milvus_converter.py diff --git a/src/infra_layer/adapters/out/search/milvus/converter/event_log_milvus_converter.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/converter/event_log_milvus_converter.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/converter/event_log_milvus_converter.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/converter/event_log_milvus_converter.py diff --git a/src/infra_layer/adapters/out/search/milvus/converter/foresight_milvus_converter.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/converter/foresight_milvus_converter.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/converter/foresight_milvus_converter.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/converter/foresight_milvus_converter.py diff --git a/src/infra_layer/adapters/out/search/milvus/memory/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/memory/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/memory/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/memory/__init__.py diff --git a/src/infra_layer/adapters/out/search/milvus/memory/episodic_memory_collection.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/memory/episodic_memory_collection.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/memory/episodic_memory_collection.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/memory/episodic_memory_collection.py diff --git a/src/infra_layer/adapters/out/search/milvus/memory/event_log_collection.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/memory/event_log_collection.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/memory/event_log_collection.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/memory/event_log_collection.py diff --git a/src/infra_layer/adapters/out/search/milvus/memory/foresight_collection.py b/methods/evermemos/src/infra_layer/adapters/out/search/milvus/memory/foresight_collection.py similarity index 100% rename from src/infra_layer/adapters/out/search/milvus/memory/foresight_collection.py rename to methods/evermemos/src/infra_layer/adapters/out/search/milvus/memory/foresight_collection.py diff --git a/src/infra_layer/adapters/out/search/repository/__init__.py b/methods/evermemos/src/infra_layer/adapters/out/search/repository/__init__.py similarity index 100% rename from src/infra_layer/adapters/out/search/repository/__init__.py rename to methods/evermemos/src/infra_layer/adapters/out/search/repository/__init__.py diff --git a/src/infra_layer/adapters/out/search/repository/episodic_memory_es_repository.py b/methods/evermemos/src/infra_layer/adapters/out/search/repository/episodic_memory_es_repository.py similarity index 100% rename from src/infra_layer/adapters/out/search/repository/episodic_memory_es_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/search/repository/episodic_memory_es_repository.py diff --git a/src/infra_layer/adapters/out/search/repository/episodic_memory_milvus_repository.py b/methods/evermemos/src/infra_layer/adapters/out/search/repository/episodic_memory_milvus_repository.py similarity index 100% rename from src/infra_layer/adapters/out/search/repository/episodic_memory_milvus_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/search/repository/episodic_memory_milvus_repository.py diff --git a/src/infra_layer/adapters/out/search/repository/event_log_es_repository.py b/methods/evermemos/src/infra_layer/adapters/out/search/repository/event_log_es_repository.py similarity index 100% rename from src/infra_layer/adapters/out/search/repository/event_log_es_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/search/repository/event_log_es_repository.py diff --git a/src/infra_layer/adapters/out/search/repository/event_log_milvus_repository.py b/methods/evermemos/src/infra_layer/adapters/out/search/repository/event_log_milvus_repository.py similarity index 100% rename from src/infra_layer/adapters/out/search/repository/event_log_milvus_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/search/repository/event_log_milvus_repository.py diff --git a/src/infra_layer/adapters/out/search/repository/foresight_es_repository.py b/methods/evermemos/src/infra_layer/adapters/out/search/repository/foresight_es_repository.py similarity index 100% rename from src/infra_layer/adapters/out/search/repository/foresight_es_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/search/repository/foresight_es_repository.py diff --git a/src/infra_layer/adapters/out/search/repository/foresight_milvus_repository.py b/methods/evermemos/src/infra_layer/adapters/out/search/repository/foresight_milvus_repository.py similarity index 100% rename from src/infra_layer/adapters/out/search/repository/foresight_milvus_repository.py rename to methods/evermemos/src/infra_layer/adapters/out/search/repository/foresight_milvus_repository.py diff --git a/src/infra_layer/scripts/__init__.py b/methods/evermemos/src/infra_layer/scripts/__init__.py similarity index 100% rename from src/infra_layer/scripts/__init__.py rename to methods/evermemos/src/infra_layer/scripts/__init__.py diff --git a/src/infra_layer/scripts/migrations/__init__.py b/methods/evermemos/src/infra_layer/scripts/migrations/__init__.py similarity index 100% rename from src/infra_layer/scripts/migrations/__init__.py rename to methods/evermemos/src/infra_layer/scripts/migrations/__init__.py diff --git a/src/manage.py b/methods/evermemos/src/manage.py similarity index 100% rename from src/manage.py rename to methods/evermemos/src/manage.py diff --git a/src/memory_layer/__init__.py b/methods/evermemos/src/memory_layer/__init__.py similarity index 100% rename from src/memory_layer/__init__.py rename to methods/evermemos/src/memory_layer/__init__.py diff --git a/src/memory_layer/cluster_manager/__init__.py b/methods/evermemos/src/memory_layer/cluster_manager/__init__.py similarity index 100% rename from src/memory_layer/cluster_manager/__init__.py rename to methods/evermemos/src/memory_layer/cluster_manager/__init__.py diff --git a/src/memory_layer/cluster_manager/config.py b/methods/evermemos/src/memory_layer/cluster_manager/config.py similarity index 100% rename from src/memory_layer/cluster_manager/config.py rename to methods/evermemos/src/memory_layer/cluster_manager/config.py diff --git a/src/memory_layer/cluster_manager/manager.py b/methods/evermemos/src/memory_layer/cluster_manager/manager.py similarity index 100% rename from src/memory_layer/cluster_manager/manager.py rename to methods/evermemos/src/memory_layer/cluster_manager/manager.py diff --git a/src/memory_layer/constants.py b/methods/evermemos/src/memory_layer/constants.py similarity index 100% rename from src/memory_layer/constants.py rename to methods/evermemos/src/memory_layer/constants.py diff --git a/src/memory_layer/llm/__init__.py b/methods/evermemos/src/memory_layer/llm/__init__.py similarity index 100% rename from src/memory_layer/llm/__init__.py rename to methods/evermemos/src/memory_layer/llm/__init__.py diff --git a/src/memory_layer/llm/config.py b/methods/evermemos/src/memory_layer/llm/config.py similarity index 100% rename from src/memory_layer/llm/config.py rename to methods/evermemos/src/memory_layer/llm/config.py diff --git a/src/memory_layer/llm/llm_provider.py b/methods/evermemos/src/memory_layer/llm/llm_provider.py similarity index 100% rename from src/memory_layer/llm/llm_provider.py rename to methods/evermemos/src/memory_layer/llm/llm_provider.py diff --git a/src/memory_layer/llm/openai_provider.py b/methods/evermemos/src/memory_layer/llm/openai_provider.py similarity index 100% rename from src/memory_layer/llm/openai_provider.py rename to methods/evermemos/src/memory_layer/llm/openai_provider.py diff --git a/src/memory_layer/llm/protocol.py b/methods/evermemos/src/memory_layer/llm/protocol.py similarity index 100% rename from src/memory_layer/llm/protocol.py rename to methods/evermemos/src/memory_layer/llm/protocol.py diff --git a/src/memory_layer/memcell_extractor/base_memcell_extractor.py b/methods/evermemos/src/memory_layer/memcell_extractor/base_memcell_extractor.py similarity index 100% rename from src/memory_layer/memcell_extractor/base_memcell_extractor.py rename to methods/evermemos/src/memory_layer/memcell_extractor/base_memcell_extractor.py diff --git a/src/memory_layer/memcell_extractor/conv_memcell_extractor.py b/methods/evermemos/src/memory_layer/memcell_extractor/conv_memcell_extractor.py similarity index 100% rename from src/memory_layer/memcell_extractor/conv_memcell_extractor.py rename to methods/evermemos/src/memory_layer/memcell_extractor/conv_memcell_extractor.py diff --git a/src/memory_layer/memory_extractor/base_memory_extractor.py b/methods/evermemos/src/memory_layer/memory_extractor/base_memory_extractor.py similarity index 100% rename from src/memory_layer/memory_extractor/base_memory_extractor.py rename to methods/evermemos/src/memory_layer/memory_extractor/base_memory_extractor.py diff --git a/src/memory_layer/memory_extractor/episode_memory_extractor.py b/methods/evermemos/src/memory_layer/memory_extractor/episode_memory_extractor.py similarity index 100% rename from src/memory_layer/memory_extractor/episode_memory_extractor.py rename to methods/evermemos/src/memory_layer/memory_extractor/episode_memory_extractor.py diff --git a/src/memory_layer/memory_extractor/event_log_extractor.py b/methods/evermemos/src/memory_layer/memory_extractor/event_log_extractor.py similarity index 100% rename from src/memory_layer/memory_extractor/event_log_extractor.py rename to methods/evermemos/src/memory_layer/memory_extractor/event_log_extractor.py diff --git a/src/memory_layer/memory_extractor/foresight_extractor.py b/methods/evermemos/src/memory_layer/memory_extractor/foresight_extractor.py similarity index 100% rename from src/memory_layer/memory_extractor/foresight_extractor.py rename to methods/evermemos/src/memory_layer/memory_extractor/foresight_extractor.py diff --git a/src/memory_layer/memory_extractor/group_profile/__init__.py b/methods/evermemos/src/memory_layer/memory_extractor/group_profile/__init__.py similarity index 100% rename from src/memory_layer/memory_extractor/group_profile/__init__.py rename to methods/evermemos/src/memory_layer/memory_extractor/group_profile/__init__.py diff --git a/src/memory_layer/memory_extractor/group_profile/data_processor.py b/methods/evermemos/src/memory_layer/memory_extractor/group_profile/data_processor.py similarity index 100% rename from src/memory_layer/memory_extractor/group_profile/data_processor.py rename to methods/evermemos/src/memory_layer/memory_extractor/group_profile/data_processor.py diff --git a/src/memory_layer/memory_extractor/group_profile/llm_handler.py b/methods/evermemos/src/memory_layer/memory_extractor/group_profile/llm_handler.py similarity index 100% rename from src/memory_layer/memory_extractor/group_profile/llm_handler.py rename to methods/evermemos/src/memory_layer/memory_extractor/group_profile/llm_handler.py diff --git a/src/memory_layer/memory_extractor/group_profile/role_processor.py b/methods/evermemos/src/memory_layer/memory_extractor/group_profile/role_processor.py similarity index 100% rename from src/memory_layer/memory_extractor/group_profile/role_processor.py rename to methods/evermemos/src/memory_layer/memory_extractor/group_profile/role_processor.py diff --git a/src/memory_layer/memory_extractor/group_profile/topic_processor.py b/methods/evermemos/src/memory_layer/memory_extractor/group_profile/topic_processor.py similarity index 100% rename from src/memory_layer/memory_extractor/group_profile/topic_processor.py rename to methods/evermemos/src/memory_layer/memory_extractor/group_profile/topic_processor.py diff --git a/src/memory_layer/memory_extractor/group_profile_memory_extractor.py b/methods/evermemos/src/memory_layer/memory_extractor/group_profile_memory_extractor.py similarity index 100% rename from src/memory_layer/memory_extractor/group_profile_memory_extractor.py rename to methods/evermemos/src/memory_layer/memory_extractor/group_profile_memory_extractor.py diff --git a/src/memory_layer/memory_extractor/profile_memory/__init__.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/__init__.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/__init__.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/__init__.py diff --git a/src/memory_layer/memory_extractor/profile_memory/conversation.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/conversation.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/conversation.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/conversation.py diff --git a/src/memory_layer/memory_extractor/profile_memory/data_normalize.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/data_normalize.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/data_normalize.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/data_normalize.py diff --git a/src/memory_layer/memory_extractor/profile_memory/empty_evidence_completion.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/empty_evidence_completion.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/empty_evidence_completion.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/empty_evidence_completion.py diff --git a/src/memory_layer/memory_extractor/profile_memory/evidence_utils.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/evidence_utils.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/evidence_utils.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/evidence_utils.py diff --git a/src/memory_layer/memory_extractor/profile_memory/extractor.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/extractor.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/extractor.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/extractor.py diff --git a/src/memory_layer/memory_extractor/profile_memory/merger.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/merger.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/merger.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/merger.py diff --git a/src/memory_layer/memory_extractor/profile_memory/profile_helpers.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/profile_helpers.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/profile_helpers.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/profile_helpers.py diff --git a/src/memory_layer/memory_extractor/profile_memory/project_helpers.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/project_helpers.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/project_helpers.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/project_helpers.py diff --git a/src/memory_layer/memory_extractor/profile_memory/skill_helpers.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/skill_helpers.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/skill_helpers.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/skill_helpers.py diff --git a/src/memory_layer/memory_extractor/profile_memory/types.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/types.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/types.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/types.py diff --git a/src/memory_layer/memory_extractor/profile_memory/value_helpers.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory/value_helpers.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory/value_helpers.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory/value_helpers.py diff --git a/src/memory_layer/memory_extractor/profile_memory_extractor.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory_extractor.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory_extractor.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory_extractor.py diff --git a/src/memory_layer/memory_extractor/profile_memory_life/__init__.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory_life/__init__.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory_life/__init__.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory_life/__init__.py diff --git a/src/memory_layer/memory_extractor/profile_memory_life/extractor.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory_life/extractor.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory_life/extractor.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory_life/extractor.py diff --git a/src/memory_layer/memory_extractor/profile_memory_life/id_mapper.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory_life/id_mapper.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory_life/id_mapper.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory_life/id_mapper.py diff --git a/src/memory_layer/memory_extractor/profile_memory_life/types.py b/methods/evermemos/src/memory_layer/memory_extractor/profile_memory_life/types.py similarity index 100% rename from src/memory_layer/memory_extractor/profile_memory_life/types.py rename to methods/evermemos/src/memory_layer/memory_extractor/profile_memory_life/types.py diff --git a/src/memory_layer/memory_manager.py b/methods/evermemos/src/memory_layer/memory_manager.py similarity index 100% rename from src/memory_layer/memory_manager.py rename to methods/evermemos/src/memory_layer/memory_manager.py diff --git a/src/memory_layer/profile_manager/README.md b/methods/evermemos/src/memory_layer/profile_manager/README.md similarity index 100% rename from src/memory_layer/profile_manager/README.md rename to methods/evermemos/src/memory_layer/profile_manager/README.md diff --git a/src/memory_layer/profile_manager/__init__.py b/methods/evermemos/src/memory_layer/profile_manager/__init__.py similarity index 100% rename from src/memory_layer/profile_manager/__init__.py rename to methods/evermemos/src/memory_layer/profile_manager/__init__.py diff --git a/src/memory_layer/profile_manager/config.py b/methods/evermemos/src/memory_layer/profile_manager/config.py similarity index 100% rename from src/memory_layer/profile_manager/config.py rename to methods/evermemos/src/memory_layer/profile_manager/config.py diff --git a/src/memory_layer/profile_manager/discriminator.py b/methods/evermemos/src/memory_layer/profile_manager/discriminator.py similarity index 100% rename from src/memory_layer/profile_manager/discriminator.py rename to methods/evermemos/src/memory_layer/profile_manager/discriminator.py diff --git a/src/memory_layer/profile_manager/manager.py b/methods/evermemos/src/memory_layer/profile_manager/manager.py similarity index 100% rename from src/memory_layer/profile_manager/manager.py rename to methods/evermemos/src/memory_layer/profile_manager/manager.py diff --git a/src/memory_layer/prompts/__init__.py b/methods/evermemos/src/memory_layer/prompts/__init__.py similarity index 100% rename from src/memory_layer/prompts/__init__.py rename to methods/evermemos/src/memory_layer/prompts/__init__.py diff --git a/src/memory_layer/prompts/en/__init__.py b/methods/evermemos/src/memory_layer/prompts/en/__init__.py similarity index 100% rename from src/memory_layer/prompts/en/__init__.py rename to methods/evermemos/src/memory_layer/prompts/en/__init__.py diff --git a/src/memory_layer/prompts/en/conv_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/conv_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/conv_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/conv_prompts.py diff --git a/src/memory_layer/prompts/en/episode_mem_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/episode_mem_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/episode_mem_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/episode_mem_prompts.py diff --git a/src/memory_layer/prompts/en/event_log_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/event_log_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/event_log_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/event_log_prompts.py diff --git a/src/memory_layer/prompts/en/foresight_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/foresight_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/foresight_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/foresight_prompts.py diff --git a/src/memory_layer/prompts/en/group_profile_merge_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/group_profile_merge_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/group_profile_merge_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/group_profile_merge_prompts.py diff --git a/src/memory_layer/prompts/en/group_profile_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/group_profile_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/group_profile_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/group_profile_prompts.py diff --git a/src/memory_layer/prompts/en/profile_mem_evidence_completion_prompt.py b/methods/evermemos/src/memory_layer/prompts/en/profile_mem_evidence_completion_prompt.py similarity index 100% rename from src/memory_layer/prompts/en/profile_mem_evidence_completion_prompt.py rename to methods/evermemos/src/memory_layer/prompts/en/profile_mem_evidence_completion_prompt.py diff --git a/src/memory_layer/prompts/en/profile_mem_life_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/profile_mem_life_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/profile_mem_life_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/profile_mem_life_prompts.py diff --git a/src/memory_layer/prompts/en/profile_mem_part1_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/profile_mem_part1_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/profile_mem_part1_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/profile_mem_part1_prompts.py diff --git a/src/memory_layer/prompts/en/profile_mem_part2_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/profile_mem_part2_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/profile_mem_part2_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/profile_mem_part2_prompts.py diff --git a/src/memory_layer/prompts/en/profile_mem_part3_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/profile_mem_part3_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/profile_mem_part3_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/profile_mem_part3_prompts.py diff --git a/src/memory_layer/prompts/en/profile_mem_prompts.py b/methods/evermemos/src/memory_layer/prompts/en/profile_mem_prompts.py similarity index 100% rename from src/memory_layer/prompts/en/profile_mem_prompts.py rename to methods/evermemos/src/memory_layer/prompts/en/profile_mem_prompts.py diff --git a/src/memory_layer/prompts/zh/__init__.py b/methods/evermemos/src/memory_layer/prompts/zh/__init__.py similarity index 100% rename from src/memory_layer/prompts/zh/__init__.py rename to methods/evermemos/src/memory_layer/prompts/zh/__init__.py diff --git a/src/memory_layer/prompts/zh/conv_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/conv_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/conv_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/conv_prompts.py diff --git a/src/memory_layer/prompts/zh/episode_mem_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/episode_mem_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/episode_mem_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/episode_mem_prompts.py diff --git a/src/memory_layer/prompts/zh/event_log_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/event_log_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/event_log_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/event_log_prompts.py diff --git a/src/memory_layer/prompts/zh/foresight_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/foresight_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/foresight_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/foresight_prompts.py diff --git a/src/memory_layer/prompts/zh/group_profile_merge_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/group_profile_merge_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/group_profile_merge_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/group_profile_merge_prompts.py diff --git a/src/memory_layer/prompts/zh/group_profile_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/group_profile_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/group_profile_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/group_profile_prompts.py diff --git a/src/memory_layer/prompts/zh/profile_mem_evidence_completion_prompt.py b/methods/evermemos/src/memory_layer/prompts/zh/profile_mem_evidence_completion_prompt.py similarity index 100% rename from src/memory_layer/prompts/zh/profile_mem_evidence_completion_prompt.py rename to methods/evermemos/src/memory_layer/prompts/zh/profile_mem_evidence_completion_prompt.py diff --git a/src/memory_layer/prompts/zh/profile_mem_life_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/profile_mem_life_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/profile_mem_life_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/profile_mem_life_prompts.py diff --git a/src/memory_layer/prompts/zh/profile_mem_part1_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/profile_mem_part1_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/profile_mem_part1_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/profile_mem_part1_prompts.py diff --git a/src/memory_layer/prompts/zh/profile_mem_part2_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/profile_mem_part2_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/profile_mem_part2_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/profile_mem_part2_prompts.py diff --git a/src/memory_layer/prompts/zh/profile_mem_part3_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/profile_mem_part3_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/profile_mem_part3_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/profile_mem_part3_prompts.py diff --git a/src/memory_layer/prompts/zh/profile_mem_prompts.py b/methods/evermemos/src/memory_layer/prompts/zh/profile_mem_prompts.py similarity index 100% rename from src/memory_layer/prompts/zh/profile_mem_prompts.py rename to methods/evermemos/src/memory_layer/prompts/zh/profile_mem_prompts.py diff --git a/src/migrations/__init__.py b/methods/evermemos/src/migrations/__init__.py similarity index 100% rename from src/migrations/__init__.py rename to methods/evermemos/src/migrations/__init__.py diff --git a/src/migrations/mongodb/__init__.py b/methods/evermemos/src/migrations/mongodb/__init__.py similarity index 100% rename from src/migrations/mongodb/__init__.py rename to methods/evermemos/src/migrations/mongodb/__init__.py diff --git a/src/migrations/postgresql/__init__.py b/methods/evermemos/src/migrations/postgresql/__init__.py similarity index 100% rename from src/migrations/postgresql/__init__.py rename to methods/evermemos/src/migrations/postgresql/__init__.py diff --git a/src/project_meta.py b/methods/evermemos/src/project_meta.py similarity index 100% rename from src/project_meta.py rename to methods/evermemos/src/project_meta.py diff --git a/src/run.py b/methods/evermemos/src/run.py similarity index 100% rename from src/run.py rename to methods/evermemos/src/run.py diff --git a/src/run_memorize.py b/methods/evermemos/src/run_memorize.py similarity index 100% rename from src/run_memorize.py rename to methods/evermemos/src/run_memorize.py diff --git a/src/service/__init__.py b/methods/evermemos/src/service/__init__.py similarity index 100% rename from src/service/__init__.py rename to methods/evermemos/src/service/__init__.py diff --git a/src/service/conversation_meta_service.py b/methods/evermemos/src/service/conversation_meta_service.py similarity index 100% rename from src/service/conversation_meta_service.py rename to methods/evermemos/src/service/conversation_meta_service.py diff --git a/src/service/global_user_profile_service.py b/methods/evermemos/src/service/global_user_profile_service.py similarity index 100% rename from src/service/global_user_profile_service.py rename to methods/evermemos/src/service/global_user_profile_service.py diff --git a/src/service/memcell_delete_service.py b/methods/evermemos/src/service/memcell_delete_service.py similarity index 100% rename from src/service/memcell_delete_service.py rename to methods/evermemos/src/service/memcell_delete_service.py diff --git a/src/service/memory_request_log_service.py b/methods/evermemos/src/service/memory_request_log_service.py similarity index 100% rename from src/service/memory_request_log_service.py rename to methods/evermemos/src/service/memory_request_log_service.py diff --git a/src/service/request_status_service.py b/methods/evermemos/src/service/request_status_service.py similarity index 100% rename from src/service/request_status_service.py rename to methods/evermemos/src/service/request_status_service.py diff --git a/src/task.py b/methods/evermemos/src/task.py similarity index 100% rename from src/task.py rename to methods/evermemos/src/task.py diff --git a/tests/test_business_lifespan_shutdown.py b/methods/evermemos/tests/test_business_lifespan_shutdown.py similarity index 100% rename from tests/test_business_lifespan_shutdown.py rename to methods/evermemos/tests/test_business_lifespan_shutdown.py diff --git a/tests/test_conv_memcell_extractor.py b/methods/evermemos/tests/test_conv_memcell_extractor.py similarity index 100% rename from tests/test_conv_memcell_extractor.py rename to methods/evermemos/tests/test_conv_memcell_extractor.py diff --git a/tests/test_conversation_data_raw_repository.py b/methods/evermemos/tests/test_conversation_data_raw_repository.py similarity index 100% rename from tests/test_conversation_data_raw_repository.py rename to methods/evermemos/tests/test_conversation_data_raw_repository.py diff --git a/tests/test_conversation_meta.py b/methods/evermemos/tests/test_conversation_meta.py similarity index 100% rename from tests/test_conversation_meta.py rename to methods/evermemos/tests/test_conversation_meta.py diff --git a/tests/test_conversation_status_raw_repository.py b/methods/evermemos/tests/test_conversation_status_raw_repository.py similarity index 100% rename from tests/test_conversation_status_raw_repository.py rename to methods/evermemos/tests/test_conversation_status_raw_repository.py diff --git a/tests/test_core_memory_raw_repository.py b/methods/evermemos/tests/test_core_memory_raw_repository.py similarity index 100% rename from tests/test_core_memory_raw_repository.py rename to methods/evermemos/tests/test_core_memory_raw_repository.py diff --git a/tests/test_datetime_utils_to_iso_format.py b/methods/evermemos/tests/test_datetime_utils_to_iso_format.py similarity index 100% rename from tests/test_datetime_utils_to_iso_format.py rename to methods/evermemos/tests/test_datetime_utils_to_iso_format.py diff --git a/tests/test_embedding_reranker_providers.py b/methods/evermemos/tests/test_embedding_reranker_providers.py similarity index 100% rename from tests/test_embedding_reranker_providers.py rename to methods/evermemos/tests/test_embedding_reranker_providers.py diff --git a/tests/test_episodic_memory_es_repository.py b/methods/evermemos/tests/test_episodic_memory_es_repository.py similarity index 100% rename from tests/test_episodic_memory_es_repository.py rename to methods/evermemos/tests/test_episodic_memory_es_repository.py diff --git a/tests/test_episodic_memory_milvus_repository.py b/methods/evermemos/tests/test_episodic_memory_milvus_repository.py similarity index 100% rename from tests/test_episodic_memory_milvus_repository.py rename to methods/evermemos/tests/test_episodic_memory_milvus_repository.py diff --git a/tests/test_global_user_profile_controller.py b/methods/evermemos/tests/test_global_user_profile_controller.py similarity index 100% rename from tests/test_global_user_profile_controller.py rename to methods/evermemos/tests/test_global_user_profile_controller.py diff --git a/tests/test_group_profile_datetime_check.py b/methods/evermemos/tests/test_group_profile_datetime_check.py similarity index 100% rename from tests/test_group_profile_datetime_check.py rename to methods/evermemos/tests/test_group_profile_datetime_check.py diff --git a/tests/test_group_profile_raw_repository.py b/methods/evermemos/tests/test_group_profile_raw_repository.py similarity index 100% rename from tests/test_group_profile_raw_repository.py rename to methods/evermemos/tests/test_group_profile_raw_repository.py diff --git a/tests/test_group_profile_simple.py b/methods/evermemos/tests/test_group_profile_simple.py similarity index 100% rename from tests/test_group_profile_simple.py rename to methods/evermemos/tests/test_group_profile_simple.py diff --git a/tests/test_group_user_profile_memory_raw_repository.py b/methods/evermemos/tests/test_group_user_profile_memory_raw_repository.py similarity index 100% rename from tests/test_group_user_profile_memory_raw_repository.py rename to methods/evermemos/tests/test_group_user_profile_memory_raw_repository.py diff --git a/tests/test_integration_vectorize_rerank.py b/methods/evermemos/tests/test_integration_vectorize_rerank.py similarity index 100% rename from tests/test_integration_vectorize_rerank.py rename to methods/evermemos/tests/test_integration_vectorize_rerank.py diff --git a/tests/test_keyword_vocabulary_milvus_repository.py b/methods/evermemos/tests/test_keyword_vocabulary_milvus_repository.py similarity index 100% rename from tests/test_keyword_vocabulary_milvus_repository.py rename to methods/evermemos/tests/test_keyword_vocabulary_milvus_repository.py diff --git a/tests/test_memcell_raw_repository.py b/methods/evermemos/tests/test_memcell_raw_repository.py similarity index 100% rename from tests/test_memcell_raw_repository.py rename to methods/evermemos/tests/test_memcell_raw_repository.py diff --git a/tests/test_memory_controller.py b/methods/evermemos/tests/test_memory_controller.py similarity index 100% rename from tests/test_memory_controller.py rename to methods/evermemos/tests/test_memory_controller.py diff --git a/tests/test_memory_controller_request_params.py b/methods/evermemos/tests/test_memory_controller_request_params.py similarity index 100% rename from tests/test_memory_controller_request_params.py rename to methods/evermemos/tests/test_memory_controller_request_params.py diff --git a/tests/test_migrate_user_goal_to_work_responsibility.py b/methods/evermemos/tests/test_migrate_user_goal_to_work_responsibility.py similarity index 100% rename from tests/test_migrate_user_goal_to_work_responsibility.py rename to methods/evermemos/tests/test_migrate_user_goal_to_work_responsibility.py diff --git a/tests/test_msg_group_queue_manager.py b/methods/evermemos/tests/test_msg_group_queue_manager.py similarity index 100% rename from tests/test_msg_group_queue_manager.py rename to methods/evermemos/tests/test_msg_group_queue_manager.py diff --git a/tests/test_pickle_size_analysis.py b/methods/evermemos/tests/test_pickle_size_analysis.py similarity index 100% rename from tests/test_pickle_size_analysis.py rename to methods/evermemos/tests/test_pickle_size_analysis.py diff --git a/tests/test_rate_limiter_quick.py b/methods/evermemos/tests/test_rate_limiter_quick.py similarity index 100% rename from tests/test_rate_limiter_quick.py rename to methods/evermemos/tests/test_rate_limiter_quick.py diff --git a/tests/test_rawdata_json_serialization.py b/methods/evermemos/tests/test_rawdata_json_serialization.py similarity index 100% rename from tests/test_rawdata_json_serialization.py rename to methods/evermemos/tests/test_rawdata_json_serialization.py diff --git a/tests/test_redis_distributed_lock.py b/methods/evermemos/tests/test_redis_distributed_lock.py similarity index 100% rename from tests/test_redis_distributed_lock.py rename to methods/evermemos/tests/test_redis_distributed_lock.py diff --git a/tests/test_redis_length_cache.py b/methods/evermemos/tests/test_redis_length_cache.py similarity index 100% rename from tests/test_redis_length_cache.py rename to methods/evermemos/tests/test_redis_length_cache.py diff --git a/tests/test_redis_windows_cache.py b/methods/evermemos/tests/test_redis_windows_cache.py similarity index 100% rename from tests/test_redis_windows_cache.py rename to methods/evermemos/tests/test_redis_windows_cache.py diff --git a/tests/test_request_converter.py b/methods/evermemos/tests/test_request_converter.py similarity index 100% rename from tests/test_request_converter.py rename to methods/evermemos/tests/test_request_converter.py diff --git a/tests/test_retrieval_utils_similarity.py b/methods/evermemos/tests/test_retrieval_utils_similarity.py similarity index 100% rename from tests/test_retrieval_utils_similarity.py rename to methods/evermemos/tests/test_retrieval_utils_similarity.py diff --git a/tests/test_smart_text_parser.py b/methods/evermemos/tests/test_smart_text_parser.py similarity index 100% rename from tests/test_smart_text_parser.py rename to methods/evermemos/tests/test_smart_text_parser.py diff --git a/tests/test_stability_database.py b/methods/evermemos/tests/test_stability_database.py similarity index 100% rename from tests/test_stability_database.py rename to methods/evermemos/tests/test_stability_database.py diff --git a/tests/test_stability_integration.py b/methods/evermemos/tests/test_stability_integration.py similarity index 100% rename from tests/test_stability_integration.py rename to methods/evermemos/tests/test_stability_integration.py diff --git a/tests/test_task_cancel.py b/methods/evermemos/tests/test_task_cancel.py similarity index 100% rename from tests/test_task_cancel.py rename to methods/evermemos/tests/test_task_cancel.py diff --git a/tests/test_task_cancel_2.py b/methods/evermemos/tests/test_task_cancel_2.py similarity index 100% rename from tests/test_task_cancel_2.py rename to methods/evermemos/tests/test_task_cancel_2.py diff --git a/tests/test_tokenizer_factory.py b/methods/evermemos/tests/test_tokenizer_factory.py similarity index 100% rename from tests/test_tokenizer_factory.py rename to methods/evermemos/tests/test_tokenizer_factory.py diff --git a/tests/test_wait_for.py b/methods/evermemos/tests/test_wait_for.py similarity index 100% rename from tests/test_wait_for.py rename to methods/evermemos/tests/test_wait_for.py diff --git a/uv.lock b/methods/evermemos/uv.lock similarity index 100% rename from uv.lock rename to methods/evermemos/uv.lock diff --git a/methods/hypermem/README.md b/methods/hypermem/README.md new file mode 100644 index 00000000..e8f223ba --- /dev/null +++ b/methods/hypermem/README.md @@ -0,0 +1,27 @@ +# HyperMem + +Hypergraph-based hierarchical memory architecture for long-term conversations. + +## Overview + +HyperMem captures high-order associations through hyperedges, organizing memories into a three-layer structure: + +- **Topics** - High-level thematic clusters +- **Events** - Mid-level episodic occurrences +- **Facts** - Fine-grained factual knowledge + +This coarse-to-fine hierarchy supports efficient long-term conversation retrieval. + +## Key Results + +| Benchmark | Score | +| --------- | ----- | +| LoCoMo | **92.73%** | + +## Paper + +- [HyperMem: Hypergraph Memory for Long-Term Conversations](https://arxiv.org/abs/2604.08256) + +## Status + +Coming soon.