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YingCore + YingClaw in 1 Minute

📖 Who it's for: Anyone hearing about YingYu Intelligence / YingClaw / YingCore for the first time
📖 Read time: 3 minutes
📖 In one line: YingYu Intelligence is an AI agent platform brand. YingCore is the server-side brain, YingClaw is the client-side hands and feet — one manages, one executes, together they form a complete digital workforce.

The one-sentence version​

YingYu Intelligence (YingClaw & YingCore) is an AI agent platform brand. It is composed of two parts —

  • Server-side YingCore (the brain): Deployed in the enterprise cloud / private cloud / data center. It handles identity & permissions, the skill marketplace, security & compliance, audit & traceability, and cross-agent orchestration.
  • Client-side YingClaw (the hands and feet): Distributed across edge nodes / office PCs / sandbox environments. It handles model inference, tool calling, file read/write, device control, and local processing of sensitive data.

Think of it as a digital workforce inside your company —

  • YingCore sits in the command room at company HQ: assigning tasks, reviewing permissions, dispatching resources, and logging every action. It's the management layer — not hands-on, but every rule and every dispatch flows out from it.
  • YingClaw are the digital employees scattered across business lines, office computers, and even sandbox environments: they actually open the computer, operate software, organize files, send messages — they get the work done.

You tell it in plain words what to do. The nearest YingClaw picks it up immediately. When scheduling, permissions, or cross-team coordination is needed, the server-side YingCore commands from behind. When the work is done, it reports back, and the full process is logged and traceable.

YingCore + YingClaw overall architecture

How is it different from other AI?​

Many people have heard of local LLMs and cloud Agents, but using either alone has hard limitations —

What you want doneRegular chatbotPure cloud AgentPure local AgentYingCore + YingClaw
Ask what is AI✅ Explains✅ Explains✅ Explains✅ Explains
Sort these 100 PDFs by client name⚠️ Can only suggest✅ Does it, but files go to the cloud✅ Does it, but capabilities are limited✅ Does it, files never leave the company
Send me yesterday's sales report every day at 9 AM❌ Can't✅ But the report goes over the public network❌ Compute can't keep up✅ Local compute + central scheduling
Watch this website and tell me when there's a new notice❌ Can't✅ But the alert chain is in the cloud❌ Can't run large models✅ Edge monitoring + central alerting
I need customer data to never leave the company❌ Data leaves the domain❌ Data leaves the domain✅ But capabilities are limited✅ Data stays on the YingClaw host
I need to manage 200 employees' AI assistants with unified upgrades and auditing❌ Can't❌ Each goes its own way❌ Upgrades require touching every box✅ YingCore pushes one-click updates

Key difference: YingCore + YingClaw is not either-or. It's brain in the center, hands at the edge — keeping the order of centralized control while gaining the flexibility and data security of edge execution.

🧠 The brain (YingCore / server-side / centralized control)​

Where: Enterprise cloud / private cloud / data center — the central nervous system of the platform.

Core responsibilities:

  • Identity & permissions: Agent authentication, RBAC permission system
  • Skills & marketplace: Skill operations, version management, one-click rollout
  • Security & compliance: Global guardrails, compliance rules, whitelists
  • Audit & traceability: Complete logs, behavior tracing, anomaly alerts
  • Coordination & orchestration: Cross-agent workflow orchestration and scheduling

Keywords: Centralized, absolutely secure, globally managed.

In one line: YingCore is the server-side brain. It doesn't do the work itself, but every rule and every dispatch flows out from it.

🤖 The hands & feet (YingClaw / client-side / distributed execution)​

Where: Edge nodes / local server rooms / office PCs / sandbox environments — where the work actually happens.

Core responsibilities:

  • Model inference: Localized AI model inference
  • Tool calling: Interaction with various tools and business systems
  • File read/write: Local file reading and writing
  • Device control: Direct control of local systems and browsers
  • Data processing: Localized processing of sensitive data, data never leaves the domain

Keywords: Low latency, scalable, privacy-safe.

In one line: YingClaw is the client-side digital employee. You give it the task, it executes.

💡 What problem does this architecture actually solve?​

It solves a classic contradiction:

Public-cloud LLMs: powerful, but your data has to leave. Pure local deployment: data is safe, but compute and capabilities are limited.

The YingCore + YingClaw hybrid architecture makes both true at the same time:

  • Server-side YingCore in the center: unified control, unified scheduling, unified upgrades, unified audit — order is in place.
  • Client-side YingClaw at the edge: autonomous execution, nearby compute, data never leaves the domain — flexibility and security are also in place.

So you get: secure and controllable + efficient and flexible. Both are non-negotiable.

Where does it run?​

YingCore runs in the cloud or in your company's private cloud. YingClaw is scattered throughout every corner of your company.

This means:

  • The customer data, internal documents, and chat logs you process are processed entirely in the local environment where YingClaw lives, never uploaded to the public network.
  • YingCore only receives metadata and dispatch instructions, not the sensitive data itself.
  • You and your company fully control the data.
  • The longer you use it, the better YingClaw understands your business habits.

Do I need to be technical to use it?​

No.

  • If you can type, use WeChat, and use DingTalk, you can use it.
  • You give tasks in plain language — not command lines, not code.
  • Installing YingCore and configuring YingClaw is handled by your company's tech team. You just get an account and start.
  • For finer-grained permissions, workflows, and audit capabilities, your tech team can configure them in the YingCore console.

What's next​