Engineering Blog

Technical insights, product updates, and field notes from enterprise AI deployments

Featured Articles

16 Out-of-the-Box Tego Template Skills: IT Ops + Cross-Border E-commerce, Productive Day One

Industry Solutions

16 Out-of-the-Box Tego Template Skills: IT Ops + Cross-Border E-commerce, Productive Day One

Tego OS v3.0.0 ships 16 Tego template skills covering the two highest-frequency industry chains: IT operations and cross-border e-commerce. Every skill comes with executable bash scripts — not 'prompt templates' but actually runnable. This post walks through every skill, the matching business workflows and how they integrate with per_user, template governance and BusinessMonitor.

Tego OSv3.0.0Tego Template Skills+4

Zhama AI Engineering

Product Release

Tego OS v3.0.0 Released: One Digital Avatar a Whole Team Can Truly Share

Tego OS v3.0.0 is here. Per-user dedicated instances, three-layer S3 data isolation, single-authority template/runtime governance, the BusinessMonitor operations dashboard, 16 out-of-the-box template skills, the Mini Chat floating window, and a fully rewritten Windows installer—turning a product that runs into a system enterprises can truly deliver against.

Tego OSv3.0.0Digital Avatar+6

Zhama AI Engineering

Product Release

TeGo-OS v2.8.0 Launch: Digital Employee · Enterprise Avatar

TeGo-OS v2.8.0 introduces the Digital Avatar system, giving every employee a dedicated AI avatar with independent container runtime, 4-layer data isolation, hot-pluggable skills, and full lifecycle management. A paradigm shift from shared tools to digital employees.

TeGo-OSDigital Avatarv2.8.0+3

When AI Learns to 'Draw' Interfaces: How A2UI is Redefining Human-Computer Interaction

Technology Trends

When AI Learns to 'Draw' Interfaces: How A2UI is Redefining Human-Computer Interaction

From text to interfaces, AI is undergoing a revolution in how it expresses itself. The A2UI protocol enables AI to directly generate interactive interfaces. How will this change the way we communicate with AI?

A2UIAIHuman-Computer Interaction+1

Zhama AI Technical Team

Ahead of Google's Official Release! We Open-Sourced the First Complete A2UI React Implementation

Open Source Projects

Ahead of Google's Official Release! We Open-Sourced the First Complete A2UI React Implementation

Google released the revolutionary A2UI protocol, enabling AI to directly generate interactive interfaces. The Zhama AI team was first to open-source a complete React implementation @zhama/a2ui, no need to wait for the official renderer.

Zhama AI Technical Team

Building AI Tools with Decorators: Pure Developer Joy

Developer Experience

Building AI Tools with Decorators: Pure Developer Joy

Forget everything you know about building MCP servers. TypeScript decorators transform AI tool development from tedious configuration to pure, expressive code. Experience the joy of @zhama/mcp-server's decorator-driven approach.

TypeScriptDecoratorsMCP+4

Why the Existing MCP SDK Isn't Enough: A Developer's Perspective

Technical Analysis

Why the Existing MCP SDK Isn't Enough: A Developer's Perspective

The official MCP SDK is powerful, but it's not designed for rapid development. Let's explore its limitations and why frameworks like @zhama/mcp-server are essential for productive AI tool development.

MCPSDK AnalysisDeveloper Experience+3

I Built a Framework That Lets You Write Claude Tools in 5 Minutes

Developer Tools

I Built a Framework That Lets You Write Claude Tools in 5 Minutes

Tired of complex MCP server setups? I created @zhama/mcp-server - a developer-friendly TypeScript framework that gets you from zero to a working Claude Desktop tool in just 5 minutes. No boilerplate, just code.

MCPClaude DesktopDeveloper Experience+4

How to Build Custom MCP Servers for Claude Desktop: A Comprehensive Guide

How to Build Custom MCP Servers for Claude Desktop: A Comprehensive Guide

Master the art of building custom Model Context Protocol servers for Claude Desktop using the @zhama/mcp-server framework. This in-depth guide covers everything from setup to deployment, with practical examples and production-ready patterns.

MCPClaude DesktopAI Tools+4

Building Production-Ready MCP Servers with TypeScript: A Complete Guide

Building Production-Ready MCP Servers with TypeScript: A Complete Guide

Learn how to build scalable Model Context Protocol servers using TypeScript. This comprehensive guide covers everything from basic setup to production deployment, with real-world examples and best practices.

MCPTypeScriptAI Tools+3

MCP Framework Deep Dive: Building Blocks of Next-Gen AI Applications

Technical Sharing

MCP Framework Deep Dive: Building Blocks of Next-Gen AI Applications

Comprehensive understanding of MCP (Model Context Protocol) framework design philosophy and practical applications, mastering core technologies of modern AI application development

MCPAI FrameworkArchitecture+1

Zhama Technology Architecture Team

TeGo-OS AI Agent Platform: Ushering in a New Era of Enterprise AI

Product Introduction

TeGo-OS AI Agent Platform: Ushering in a New Era of Enterprise AI

Deep dive into the core features of TeGo-OS AI Agent Platform and learn how AI technology empowers enterprise digital transformation

TeGo-OSAI AgentEnterprise AI+1

Zhama Technology Team

All Posts

17 articles in total

Mini Chat + Downloads + Windows Installer: Tego OS v3.0.0's Desktop Triple Play

Product Experience

Mini Chat + Downloads + Windows Installer: Tego OS v3.0.0's Desktop Triple Play

Tego OS v3.0.0 ships three things on the desktop: an always-on-top Mini Chat floating window, a unified Downloads center, and a fully rewritten Windows NSIS installer. This post focuses on the experience details and explains how the combination genuinely puts the digital avatar into daily work.

Tego OSv3.0.0Mini Chat+4

Zhama AI Engineering

16 Out-of-the-Box Tego Template Skills: IT Ops + Cross-Border E-commerce, Productive Day One

Industry Solutions

16 Out-of-the-Box Tego Template Skills: IT Ops + Cross-Border E-commerce, Productive Day One

Tego OS v3.0.0 ships 16 Tego template skills covering the two highest-frequency industry chains: IT operations and cross-border e-commerce. Every skill comes with executable bash scripts — not 'prompt templates' but actually runnable. This post walks through every skill, the matching business workflows and how they integrate with per_user, template governance and BusinessMonitor.

Tego OSv3.0.0Tego Template Skills+4

Zhama AI Engineering

Engineering Deep Dive

BusinessMonitor: A Single Screen for the Health and Performance of Your Digital-Avatar Platform

Tego OS v3.0.0 ships the brand-new BusinessMonitor service and dashboard. Six panels — coverage, growth, engagement, tasks, workflow, skill effectiveness — aggregated into one snapshot, backed by an in-process LRU cache and dedicated routes in both ai-studio and dashboard, so leaders can finally see the platform clearly on one screen.

Tego OSv3.0.0BusinessMonitor+3

Zhama AI Engineering

Three-Layer S3 Isolation + Single-Authority Templates: How Tego OS v3.0.0 Makes the Governance Boundary Explicit

Engineering Deep Dive

Three-Layer S3 Isolation + Single-Authority Templates: How Tego OS v3.0.0 Makes the Governance Boundary Explicit

v3.0.0 rewrites the S3 namespace and the template/runtime governance protocol together — templates belong to templates, runtime belongs to users, and any regular user trying to write a template path gets 403. This post walks through the design end-to-end and explains what it actually means for enterprises.

Tego OSv3.0.0S3 Isolation+4

Zhama AI Engineering

Deep Dive: How Tego OS v3.0.0's per_user Dedicated Instances Actually Work

Engineering Deep Dive

Deep Dive: How Tego OS v3.0.0's per_user Dedicated Instances Actually Work

v3.0.0 introduces per_user dedicated instances so a single digital avatar can be safely used by a whole team without interference. This post walks through the scheduling model, lifecycle, capacity guardrails, stale-lock cleanup and the Warm Pool roadmap that make the system genuinely production-grade.

Tego OSv3.0.0per_user+4

Zhama AI Engineering

Product Release

Tego OS v3.0.0 Released: One Digital Avatar a Whole Team Can Truly Share

Tego OS v3.0.0 is here. Per-user dedicated instances, three-layer S3 data isolation, single-authority template/runtime governance, the BusinessMonitor operations dashboard, 16 out-of-the-box template skills, the Mini Chat floating window, and a fully rewritten Windows installer—turning a product that runs into a system enterprises can truly deliver against.

Tego OSv3.0.0Digital Avatar+6

Zhama AI Engineering

Product Release

TeGo-OS v2.8.0 Launch: Digital Employee · Enterprise Avatar

TeGo-OS v2.8.0 introduces the Digital Avatar system, giving every employee a dedicated AI avatar with independent container runtime, 4-layer data isolation, hot-pluggable skills, and full lifecycle management. A paradigm shift from shared tools to digital employees.

TeGo-OSDigital Avatarv2.8.0+3

When AI Learns to 'Draw' Interfaces: How A2UI is Redefining Human-Computer Interaction

Technology Trends

When AI Learns to 'Draw' Interfaces: How A2UI is Redefining Human-Computer Interaction

From text to interfaces, AI is undergoing a revolution in how it expresses itself. The A2UI protocol enables AI to directly generate interactive interfaces. How will this change the way we communicate with AI?

A2UIAIHuman-Computer Interaction+1

Zhama AI Technical Team

Ahead of Google's Official Release! We Open-Sourced the First Complete A2UI React Implementation

Open Source Projects

Ahead of Google's Official Release! We Open-Sourced the First Complete A2UI React Implementation

Google released the revolutionary A2UI protocol, enabling AI to directly generate interactive interfaces. The Zhama AI team was first to open-source a complete React implementation @zhama/a2ui, no need to wait for the official renderer.

Zhama AI Technical Team

Building AI Tools with Decorators: Pure Developer Joy

Developer Experience

Building AI Tools with Decorators: Pure Developer Joy

Forget everything you know about building MCP servers. TypeScript decorators transform AI tool development from tedious configuration to pure, expressive code. Experience the joy of @zhama/mcp-server's decorator-driven approach.

TypeScriptDecoratorsMCP+4

Why the Existing MCP SDK Isn't Enough: A Developer's Perspective

Technical Analysis

Why the Existing MCP SDK Isn't Enough: A Developer's Perspective

The official MCP SDK is powerful, but it's not designed for rapid development. Let's explore its limitations and why frameworks like @zhama/mcp-server are essential for productive AI tool development.

MCPSDK AnalysisDeveloper Experience+3

I Built a Framework That Lets You Write Claude Tools in 5 Minutes

Developer Tools

I Built a Framework That Lets You Write Claude Tools in 5 Minutes

Tired of complex MCP server setups? I created @zhama/mcp-server - a developer-friendly TypeScript framework that gets you from zero to a working Claude Desktop tool in just 5 minutes. No boilerplate, just code.

MCPClaude DesktopDeveloper Experience+4

How to Build Custom MCP Servers for Claude Desktop: A Comprehensive Guide

How to Build Custom MCP Servers for Claude Desktop: A Comprehensive Guide

Master the art of building custom Model Context Protocol servers for Claude Desktop using the @zhama/mcp-server framework. This in-depth guide covers everything from setup to deployment, with practical examples and production-ready patterns.

MCPClaude DesktopAI Tools+4

Building Production-Ready MCP Servers with TypeScript: A Complete Guide

Building Production-Ready MCP Servers with TypeScript: A Complete Guide

Learn how to build scalable Model Context Protocol servers using TypeScript. This comprehensive guide covers everything from basic setup to production deployment, with real-world examples and best practices.

MCPTypeScriptAI Tools+3

Enterprise AI Implementation: Complete Guide from Planning to Deployment

Industry Insights

Enterprise AI Implementation: Complete Guide from Planning to Deployment

Enterprise AI project implementation experience based on real cases, helping enterprises avoid common pitfalls and ensure successful AI investment

Enterprise AIBest PracticesProject Management+1

Zhama Technology Solutions Team

MCP Framework Deep Dive: Building Blocks of Next-Gen AI Applications

Technical Sharing

MCP Framework Deep Dive: Building Blocks of Next-Gen AI Applications

Comprehensive understanding of MCP (Model Context Protocol) framework design philosophy and practical applications, mastering core technologies of modern AI application development

MCPAI FrameworkArchitecture+1

Zhama Technology Architecture Team

TeGo-OS AI Agent Platform: Ushering in a New Era of Enterprise AI

Product Introduction

TeGo-OS AI Agent Platform: Ushering in a New Era of Enterprise AI

Deep dive into the core features of TeGo-OS AI Agent Platform and learn how AI technology empowers enterprise digital transformation

TeGo-OSAI AgentEnterprise AI+1

Zhama Technology Team