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Roadmap to Build Scalable Frontend Applications with AI: Atomic Design System, Token Efficiency, and Design Systems
Best Practices
VN

Vuong Ngo

Nov 30, 202518 min read

Roadmap to Build Scalable Frontend Applications with AI: Atomic Design System, Token Efficiency, and Design Systems

Learn how to architect frontend applications that scale with AI assistance. Discover how atomic design methodology, component libraries, and design systems dramatically reduce token consumption while ensuring consistent, maintainable codebases.

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Token Efficiency in AI-Assisted Development: Why Your Tool Integration Architecture Matters More Than You Think
Cost Optimization
VN

Vuong Ngo

Nov 16, 202525 min read

Token Efficiency in AI-Assisted Development: Why Your Tool Integration Architecture Matters More Than You Think

Optimized tool integration can reduce token consumption by 81% compared to baseline approaches. A controlled study reveals how architectural decisions—not protocol choices—determine scalability and cost in production AI systems.

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Coordinating Multi-Task AI Workflows with Work Units: Building Complete Features in One Session
Best Practices
VN

Vuong Ngo

Oct 26, 202522 min read

Coordinating Multi-Task AI Workflows with Work Units: Building Complete Features in One Session

AI coding assistants excel at single tasks but struggle with multi-task feature coordination. Learn how work units + Project MCP enable structured AI agent workflows, reducing feature delivery time by 40% and maintaining context across 5-8 related tasks.

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Claude Code Internals: Reverse Engineering Prompt Augmentation Mechanisms
Technology
VN

Vuong Ngo

Oct 18, 202520 min read

Claude Code Internals: Reverse Engineering Prompt Augmentation Mechanisms

Deep dive into Claude Code internals by instrumenting network traffic to understand how CLAUDE.md, output styles, slash commands, skills, and sub-agents actually work under the hood.

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How to Enforce Architectural Patterns When AI Generates Your Code (Without Breaking Your Team)
Best Practices
VN

Vuong Ngo

Oct 12, 202520 min read

How to Enforce Architectural Patterns When AI Generates Your Code (Without Breaking Your Team)

AI coding assistants are shipping features 3x faster—but silently breaking architectural patterns. Learn how to reduce violations by 92% with MCP-based validation and feedback loops.

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Scaling AI-Assisted Development: The Intelligent Scaffolding Approach
Best Practices
VN

Vuong Ngo

Oct 5, 202515 min read

Scaling AI-Assisted Development: The Intelligent Scaffolding Approach

From "can AI write code?" to "can AI write code that scales?" Discover how intelligent scaffolding systems solve the consistency crisis in AI-assisted development.

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Optimise Cost and Speed of Agentic Workflow - Reversed Engineering Approach
Agentic Workflow
VN

Vuong Ngo

Aug 3, 20248 min read

Optimise Cost and Speed of Agentic Workflow - Reversed Engineering Approach

Autonomous Agents show immense potential in solving complex problems, but they can also be brittle, prone to hallucinations, expensive, and slow to run.

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Effective Practices for Mocking LLM Responses During the Software Development Lifecycle
Testing
VN

Vuong Ngo

Jul 14, 20247 min read

Effective Practices for Mocking LLM Responses During the Software Development Lifecycle

Learn best practices for mocking LLM responses during development to improve testing efficiency and reduce API costs while maintaining code quality.

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Challenges of Product Analytics in the Era of Generative AI
Technology
VN

Vuong Ngo

Jun 8, 202410 min read

Challenges of Product Analytics in the Era of Generative AI

Explore the unique challenges and opportunities that generative AI brings to product analytics, and how to adapt traditional analytics approaches for AI-powered products.

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