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MWMatthews WongSoftware Engineer

Experience Education

Products I build and run

AI GymBro

AI GymBroFreeTell it your goal and it writes the workout split and the meal plan — no account, no credit card.Visit site

Qilap

QilapB2BSandbox readyCrew log jobs from the bay on mobile; the admin side runs the counter, the cash and the reports. A sandbox is open to try.Visit site

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How the work actually goes

The Archipelago3D gameWalk through the work as a game Case StudiesReal problems, measurable outcomes HackathonsWhat I shipped against a deadline Open SourceRepos, npm packages & the plugin marketplace How This Site WorksThe stack and decisions behind this site

MWMatthews WongSoftware Engineer

Home Experience Education

AI GymBro

AI GymBroFreeTell it your goal and it writes the workout split and the meal plan — no account, no credit card.Visit site

Qilap

QilapB2BSandbox readyCrew log jobs from the bay on mobile; the admin side runs the counter, the cash and the reports. A sandbox is open to try.Visit site

Projects Certifications Blog

The Archipelago3D gameWalk through the work as a game Case StudiesReal problems, measurable outcomes HackathonsWhat I shipped against a deadline Open SourceRepos, npm packages & the plugin marketplace How This Site WorksThe stack and decisions behind this site

Let'sCollaborate

Software Engineer & ERP Developer. Open to freelance work and full-time roles — let's build something that ships.

[email protected]

© 2026 Matthews Wong. All rights reserved.

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DevOps & Cloud Infrastructure (138)AI & LLMs (102)Web Development (81)ERP Systems (72)Backend & APIs (60)Software Development (52)Security (28)Career Reflections (27)Cloud (15)Product & SaaS (12)AI / Machine Learning (5)University (1)Hackathons (1)

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AI Agents for ERP Development: Real Use Cases

August 20269 min read

AI Agents for ERP Development: Real Use Cases

Where AI coding agents genuinely help on an ERP codebase, from scaffolding modules to MCP integrations, and where a human who knows the business must stay in charge.

Claude Code Skills vs Hooks vs Subagents vs MCP

August 20269 min read

Claude Code Skills vs Hooks vs Subagents vs MCP

Skills, hooks, subagents, and MCP look similar but solve four different problems. Here is how to match each Claude Code mechanism to what you actually need.

AGENTS.md vs CLAUDE.md: Agent Context Files

Software Development

August 20269 min read

AGENTS.md vs CLAUDE.md: Agent Context Files

AGENTS.md and CLAUDE.md both hand an AI agent your project's context. Here is where each came from, how tools read them, and how to support both.

Vibe Coding vs Spec-Driven Development

Software Development

August 20269 min read

Vibe Coding vs Spec-Driven Development

Vibe coding is fast and loose; spec-driven development is deliberate and durable. Here is when each pays off and how to move between them per task.

Claude Code vs Cursor vs Copilot: 2026 Compared

August 202610 min read

Claude Code vs Cursor vs Copilot: 2026 Compared

Claude Code, Cursor, and Copilot are three shapes of AI coding tool, not one leaderboard. Here is how form factor, autonomy, and cost really differ.

MCP Transports: stdio vs Streamable HTTP

August 20268 min read

MCP Transports: stdio vs Streamable HTTP

MCP defines two transports: stdio for local subprocess servers and Streamable HTTP for remote services. Here is how they differ and when to use each.

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