[PR #1358] [MERGED] Add Tensor-Centric Ecosystem component to README

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kvcache-ai/Mooncake#2189

bsakaguchi commented

2026-10-29 21:33:26 +00:00

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📋 Pull Request Information

Original PR: https://github.com/kvcache-ai/Mooncake/pull/1358
Author: @Copilot
Created: 1/12/2026
Status: ✅ Merged
Merged: 1/13/2026
Merged by: @alogfans

Base: main ← Head: copilot/add-tensor-centric-ecosystem-description

📝 Commits (2)

eff3d02 Initial plan
3f51d91 Add Tensor-Centric Ecosystem component to README

📊 Changes

1 file changed (+3 additions, -0 deletions)

View changed files

📝 README.md (+3 -0)

📄 Description

Description

Added "Tensor-Centric Ecosystem" component description to the Components section of README.md. This component describes Mooncake's full-stack, Tensor-oriented AI infrastructure spanning the Transfer Engine, P2P Store, Mooncake Store, and Mooncake Backend.

Type of Change

Types
- Bug fix
- New feature
  - Transfer Engine
  - Mooncake Store
  - Mooncake EP
  - Integration
  - P2P Store
  - Python Wheel
- Breaking change
- CI/CD
- Documentation update
- Other

How Has This Been Tested?

Documentation-only change. Verified correct placement in README structure and formatting consistency with existing components.

Checklist

I have performed a self-review of my own code.
I have updated the documentation.
I have added tests to prove my changes are effective.

Original prompt

Add a new component description to README.md under the ## 🧩 Components section.

The new component is "Tensor-Centric Ecosystem".

Content to add (in English, matching the file's language):
"Tensor-Centric Ecosystem
Mooncake establishes a full-stack, Tensor-oriented AI infrastructure where Tensors serve as the fundamental data carrier. The ecosystem spans from the Transfer Engine, which accelerates Tensor data movement across heterogeneous storage (DRAM/VRAM/NVMe), to the P2P Store and Mooncake Store for distributed management of Tensor objects (e.g., Checkpoints and KVCache), up to the Mooncake Backend enabling Tensor-based elastic distributed computing. This architecture is designed to maximize Tensor processing efficiency for large-scale model inference and training."

Insert this text after the "Elastic Expert Parallelism Support" section (around line 79) and before ## 🔥 Show Cases.

This pull request was created from Copilot chat.

💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more Copilot coding agent tips in the docs.

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

## 📋 Pull Request Information **Original PR:** https://github.com/kvcache-ai/Mooncake/pull/1358 **Author:** [@Copilot](https://github.com/apps/copilot-swe-agent) **Created:** 1/12/2026 **Status:** ✅ Merged **Merged:** 1/13/2026 **Merged by:** [@alogfans](https://github.com/alogfans) **Base:** `main` ← **Head:** `copilot/add-tensor-centric-ecosystem-description` --- ### 📝 Commits (2) - [`eff3d02`](https://github.com/kvcache-ai/Mooncake/commit/eff3d0262723f369fbb75e27330ec2d444d1f832) Initial plan - [`3f51d91`](https://github.com/kvcache-ai/Mooncake/commit/3f51d914c9f6e5d0e584a51a99f16710be2cd6cc) Add Tensor-Centric Ecosystem component to README ### 📊 Changes **1 file changed** (+3 additions, -0 deletions) <details> <summary>View changed files</summary> 📝 `README.md` (+3 -0) </details> ### 📄 Description ## Description Added "Tensor-Centric Ecosystem" component description to the Components section of README.md. This component describes Mooncake's full-stack, Tensor-oriented AI infrastructure spanning the Transfer Engine, P2P Store, Mooncake Store, and Mooncake Backend. ## Type of Change * Types - [ ] Bug fix - [ ] New feature - [ ] Transfer Engine - [ ] Mooncake Store - [ ] Mooncake EP - [ ] Integration - [ ] P2P Store - [ ] Python Wheel - [ ] Breaking change - [ ] CI/CD - [x] Documentation update - [ ] Other ## How Has This Been Tested? Documentation-only change. Verified correct placement in README structure and formatting consistency with existing components. ## Checklist - [x] I have performed a self-review of my own code. - [x] I have updated the documentation. - [ ] I have added tests to prove my changes are effective.  <details> <summary>Original prompt</summary> > Add a new component description to `README.md` under the `## 🧩 Components` section. > > The new component is "**Tensor-Centric Ecosystem**". > > Content to add (in English, matching the file's language): > "**Tensor-Centric Ecosystem** > Mooncake establishes a full-stack, Tensor-oriented AI infrastructure where Tensors serve as the fundamental data carrier. The ecosystem spans from the Transfer Engine, which accelerates Tensor data movement across heterogeneous storage (DRAM/VRAM/NVMe), to the P2P Store and Mooncake Store for distributed management of Tensor objects (e.g., Checkpoints and KVCache), up to the Mooncake Backend enabling Tensor-based elastic distributed computing. This architecture is designed to maximize Tensor processing efficiency for large-scale model inference and training." > > Insert this text after the "Elastic Expert Parallelism Support" section (around line 79) and before `## 🔥 Show Cases`. </details>  *This pull request was created from Copilot chat.* >  --- 💡 You can make Copilot smarter by setting up custom instructions, customizing its development environment and configuring Model Context Protocol (MCP) servers. Learn more [Copilot coding agent tips](https://gh.io/copilot-coding-agent-tips) in the docs. --- <sub>🔄 This issue represents a GitHub Pull Request. It cannot be merged through Gitea due to API limitations.</sub>

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[PR #1358] [MERGED] Add Tensor-Centric Ecosystem component to README #2189