
The Background Task That Froze: A Serverless CPU-Throttling Mystery
A webhook handler acknowledged instantly, but the job it triggered showed up minutes late — or never. The culprit: CPU throttling on request-billed serverless.
A Toronto-based digital architect building for the web and the agentic era — from Angular, NodeJS and GCP to production AI agents and the Model Context Protocol.
Sharing knowledge and expertise through technical writing and publications.
I create user-centered digital experiences that blend innovative technology with strategic design, focusing on intuitive interfaces that drive engagement and deliver measurable business outcomes.

Your second brain on your wrist. Tap your Apple Watch, ask out loud, and Xoà i speaks back a live, web-grounded answer — hands-free, eyes-free. A native watchOS assistant that captures the small questions you'd otherwise let go.

A GitHub App that writes code and reviews PRs when you @mention it. Reviewer, implementer, and resolver agents share one model-agnostic backend built on the Claude Agent SDK.

Automate your customer support with the next generation natural language processing technology

A comprehensive learning platform designed to help users master new skills through daily practice and structured learning paths. Built with modern web technologies to provide an engaging and effective learning experience.

A webhook handler acknowledged instantly, but the job it triggered showed up minutes late — or never. The culprit: CPU throttling on request-billed serverless.

Vibe coding for non-coders is here. For teams that ship software for a living, the question is no longer whether AI writes code — it's what kind of agent your company should own.

Setting a length limit on AI output doesn't guarantee it fits where it's going. Why LLM/agent responses still get truncated, split, or dropped — and how to budget the whole pipeline so nothing bleeds.

I have done researching and creating my first IT blog since 2012 then starting to design websites and web applications, and I am passionate about the web development career as well as designing AI agents and agentic systems.
I am a full stack developer. I take projects from the initial concept stage through to completion. I stay on top of leading front and back end technologies such as Angular, NodeJS, GCP, SQL/NoSQL, Docker, Restful API, AI/LLMs, MCP, LangGraph and Claude Agent SDK to ensure the optimum code performance and site security for my clients.
A big part of my work is building AI and agentic systems. I design and build production AI agents that automate engineering workflows — automated code review, issue triage and code implementation — and ship customer-facing AI features powered by the Model Context Protocol (MCP). I work across the agentic stack with tools such as LangGraph, LangSmith and the Claude API, building provider-agnostic integrations and the observability and quality gates that keep agents reliable in production.
My favorite work environments are Angular, NodeJS and GCP. They are outstanding digital technologies because of pre-build flexibility, ease-of-use structure code that allows you to spend more time on creating an actual website instead of spending time on repetitive code.
In my spare time, I love to travel as much as possible.