Shipping Production-Grade AI and Multi-Agent Systems.
Applied AI & LLMs
Moving beyond prototypes to deploy reliable, multi-agent AI systems that solve complex business logic.
Full-Stack Engineering
End-to-end architecture, from high-throughput backend data pipelines to robust frontend interfaces.
Enterprise Architecture
Building scalable software foundations refined through years of experience with major financial institutions.
Technical Strategy
Bridging the gap between ambitious AI concepts and practical, production-ready technical roadmaps.
About Me
Your engineering partner
I’m Mac Huang, an AI systems architect and senior full-stack engineer based in the Greater Toronto Area, with roughly fifteen years building production software — including enterprise financial platforms at major Canadian banks. Today I focus on applied AI: designing multi-agent LLM systems and the full-stack engineering that takes them from architecture to production. My flagship project, FinMRI, is a multi-agent equity-intelligence platform that turns institutional-grade analysis into a clear, attributable report. Rainbow After Storm is how I bring that work to clients — pairing deep engineering with the judgment to ship systems that hold up in the real world.
Why Work With Me?
Dedicated to your success with full focus
- Goal-oriented;
- I focus on delivering systems that hold up in production, not just theoretical proofs-of-concept;
- I don’t just use sharp-edge technologies — I teach them too.
Technical Expertise
Applied AI, multi-agent systems, and the full-stack engineering that ships them to production.
Multi-Agent Systems
Designing collaborative AI agents to automate complex reasoning and workflows.
Data Ingestion Pipelines
Architecting high-throughput data processing to feed pristine context into LLMs.
Backend Microservices
Developing resilient API layers and microservices using modern tech stacks.
Custom AI Integrations
Tailoring foundation models and AI workflows to your proprietary enterprise data.
System Rescue & Auditing
Diagnosing and restructuring legacy codebases to prepare them for modern AI integrations.
Technical Leadership
Guiding engineering teams to transition from traditional stacks to applied AI development.
Frequently Asked Questions
How much does a website or a custom application cost?
There’s not one single answer. It depends on what you need. Every project has different components. I design and develop each one uniquely, for small business through enterprise. However, you can rest assured I deliver the best possible value for money. Contact me, and I’ll ask you detailed questions for a quote.
How long does it take to build a website or an application?
This depends on what you need. Like construction industry, a small hut can be built within a couple of days. However, a palace may take a decade. Contact me and I’ll propose a solution that fits your schedule.
Who prepares the content for the project?
Usually that is you. No one else knows your business better than you. If you need any assistance, I can also refer you to relevant resources, such as copywriters, photographers, etc.
Do I have to be local to work with you?
No! I work remotely. My clients are all over the world. I work remotely, which means I can engage the best specialists for your project.
How long does it take to see results from SEO?
In most cases SEO can take between 4 months to a year to help your business first implement improvements and then see potential benefit.
I don’t have any programming background. Is it too difficult to take a programming bootcamp for me?
Many bootcamp graduates have no prior programming experience.