TYSON_SYS::ONLINE|HANDS-ON BUILDER

AI ENGINEER.

FULL-STACK DEVELOPER.

AI CONSULTANT.

EDUCATOR.

I engineer AI systems and full-stack software, help businesses integrate AI into their workflows, and teach people how to build with modern AI tools.

Multi-Agent AINext.js & TypeScriptLinux & VPS InfraSpec-Driven Vibe Coding
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Tran Thai Son (Tyson) — AI Engineer & Full-Stack Developer
BUILD · LEARN · HELP
HANDS-ON BUILDER
BUILDING REAL SYSTEMS · ALWAYS IMPROVING
// WHO IS TYSON?

I'm Tyson (Trần Thái Sơn), an AI Engineer, Full-Stack Developer, AI Consultant, and Educator. I've been passionate about computers since Grade 3, and today I engineer autonomous AI systems, production software, automation pipelines, and infrastructure while empowering businesses and learners.

I approach engineering by actually building. Rather than getting trapped in theoretical hype or generic marketing, my focus is technical execution: architecting autonomous multi-agent systems, deploying self-hosted inference infrastructure, engineering workflow automation, and developing resilient full-stack web software.

My journey began around Grade 3 with an intense curiosity about how computers, operating systems, browsers, networking, and cybersecurity worked. That foundation expanded through web development (Grades 4–7), a deep detour into competitive athletics (basketball) and e-commerce business (Grade 8), and a powerful reawakening with the modern AI revolution (2024–2026).

Today, I architect systems like Chief of Agents (multi-agent project orchestration), Not Limited (removing technical and financial barriers to building), and GPU Rental Kit (automated GPU provisioning). I partner with businesses on pragmatic AI solutions and mentor students to build real software independently through spec-driven vibe coding.

CORE MANTRA:Build. // Learn. // Help. // Keep Going.
EDUCATION: SNA Marianapolis International School
// THE STORY & EVOLUTION

How a kid with a computer became an AI Engineer & Developer.

The honest trajectory: early childhood computer curiosity, a sports and business detour, and a powerful reawakening through the modern AI revolution.

The Spark//Grade 3
Early Curiosity

Early Curiosity & The Magic of Computers

A fascination with how machines actually work beneath the surface

Tyson became interested in computers and programming around Grade 3. At that time, technology was not yet common among children his age. The computer was something entirely new, fascinating, and full of limitless potential. His natural curiosity immediately pulled him toward operating systems, browsers, networking, and the foundations of cybersecurity.

MS-DOS v6.22
C:\> TYSON_BOOT.EXE
> SYS_READY_
LỚP 3 · 1999
TYSON
KEY REALIZATIONS & SKILLS:
  • Operating system mechanics & file systems
  • Network routing and internet protocols
  • Early cybersecurity awareness and curiosity
The Foundation//Grades 4–7
Exploration

First Lines of Code & Web Exploration

Building websites and diving deeper into programming

During Grades 4 to 7, Tyson started actively experimenting with web development, scripting, and cybersecurity concepts. Rather than playing games passively, he was drawn to breaking down web pages, understanding client-server architecture, and building small software experiments.

HTML & JS v1.0
LỚP 4–71.44 MB
KEY REALIZATIONS & SKILLS:
  • HTML, CSS, and fundamental JavaScript
  • Basic programming logic and scripting
  • Security thinking and system vulnerabilities
The Sports & Business Detour//Grade 8
Detour

Athletics, Basketball & Commercial Instincts

Stepping away from coding to learn business, discipline, and grit

Around Grade 8, Tyson became heavily invested in basketball, athletics, and entrepreneurship. He temporarily stepped away from day-to-day programming to focus on athletic competition and explore real-world business: e-commerce, product sourcing, branding, and customer communication. This period built his competitive stamina and practical commercial intuition.

KEY REALIZATIONS & SKILLS:
  • Athletic discipline and competitive focus
  • E-commerce, product sourcing, and branding
  • Understanding customer value and business viability
The AI Revolution//2024–2026
Reawakening

The Reawakening: AI-Assisted Vibe Coding

Discovering a radically new way to architect software

The rapid emergence of modern Large Language Models and AI coding agents during 2024–2026 reignited Tyson's passion for software. Instead of returning to programming through traditional, tedious syntax memorization, he discovered a paradigm shift: AI-assisted development and spec-driven vibe coding. He realized that by acting as the pilot and architect, a builder could ship production systems 10x faster.

NEURAL_CORE
AI 70B
MULTI-AGENT
KEY REALIZATIONS & SKILLS:
  • Spec-driven AI coding agents & prompt engineering
  • Multi-agent orchestration & deterministic tool use
  • Full-stack Next.js, TypeScript, and modern API architectures
The Community Mission//Code Journey & Not Limited
Missions

Making Technology Accessible to Everyone

Helping people learn and removing barriers to building

Tyson launched Code Journey to help people learn programming, AI, and technology together. Through this community, he discovered that while AI democratizes code, people still get stuck without a structured workflow. This inspired 'Not Limited' — a mission grounded in the belief that people shouldn't be prevented from building their dreams simply because they lack money or a computer science degree.

// ARCHITECTURE CONTRACT
1.
2.
3.
SPEC > VIBE100% PROD
KEY REALIZATIONS & SKILLS:
  • Community teaching and collaborative learning
  • Identifying where non-programmers get stuck with AI
  • Building free and ultra-accessible software tools
The Flagship Architecture//Present
Missions

Chief of Agents & Beyond

Translating real-world workflow into an AI-native project manager

To solve the breakdown between simple vibe coding prototypes and production-grade software, Tyson architected 'Chief of Agents' — an AI-native coordination system that breaks down user goals into planned tasks, dispatches specialized agents in parallel, and verifies execution. Today, Tyson continues building software, private GPU infrastructure, helping businesses integrate AI, and mentoring the next generation of builders.

vLLM::GPU_NODE_01
24GB VRAM
INFERENCE:128 tok/s
LATENCY:14ms
THERMAL:54°C
KEY REALIZATIONS & SKILLS:
  • Agent task decomposition & dependency resolution
  • Self-hosted LLM infrastructure & private GPU clusters
  • Guiding businesses and students to build real systems
// UNIQUE VALUE & APPROACH

Why work with Tyson?

Combining deep hands-on AI implementation with commercial intuition, adaptability, and an unyielding commitment to builder independence.

PILLAR N° 01

AI + Practical Engineering

Not just talking about AI trends — actually engineering working multi-agent systems, prompt guardrails, and private inference infrastructure.

PILLAR N° 02

Full-Stack Systems Thinking

Able to think and build across UI interfaces, backend APIs, relational databases, AI models, Linux servers, and cloud deployment.

PILLAR N° 03

Commercial & Business Intuition

Direct experience with physical e-commerce and digital products. I evaluate whether technology actually solves a business problem and delivers ROI.

PILLAR N° 04

Adaptive & Custom-Tailored

Every client solution and student mentorship plan is tailored specifically to the individual workflow and learning speed — never one-size-fits-all.

PILLAR N° 05

Democratization & Accessibility

Deeply committed to keeping technology affordable and accessible so that anyone can turn ideas into reality without financial gatekeeping.

PILLAR N° 06

Relentless Builder Mindset

I learn through actually building, breaking, fixing, and deploying real systems every single day while continually improving.

// FLAGSHIP TECHNICAL SYSTEM · EXPLORATION

Chief of Agents

An AI-native project coordination framework designed to translate Tyson's vibe coding workflow into software that coordinates specialized AI agents in parallel.

THE REAL PROBLEM

Vibe coding sounds easy, but building production systems is hard.

Most AI coding attempts fail when applications grow beyond a single file: context limits break down, subtle bugs propagate across imports, and unvalidated hallucinations corrupt the codebase.

SOLUTION: STRUCTURED CONCURRENT SWARM100% DETERMINISTIC
// MULTI-AGENT TOPOLOGY4 AGENTS ONLINE
CHIEFMASTER
🧠 PLANNER
⚡ CODER
🛡️ REVIEWER
🚀 SHIPPER
ORCHESTRATION: CONCURRENT8X VELOCITY
// CHIEF OF AGENTS · VISUAL COORDINATION PIPELINE
IDEA → PLAN → DECOMPOSE → AGENTS → BUILD → REVIEW → FIX → SHIP
01
IDEA

Product intent & requirements

02
PLAN

Architecture specs & schema contracts

03
DECOMPOSE

Atomic task graph with dependencies

04
AGENTS

Specialized agent role assignment

05
BUILD

Concurrent execution across modules

06
REVIEW

Type checks & code diff inspection

07
FIX

Self-healing revision loops

08
SHIP

Validated, production-ready release

THE ENGINEERING MANIFESTO

AI makes coding easier.

It doesn't make software engineering disappear.

AI can dramatically accelerate research, syntax drafting, boilerplate creation, error fixing, and prototyping. It operates at machine speed to write code.

However, human builders must still command architecture, system design, data boundaries, security, and verification. Chief of Agents makes that engineering process structured, repeatable, and accessible to everyone.

METHODOLOGY: SPEC-DRIVEN MULTI-AGENT ORCHESTRATION
EXPLORE CASE STUDY
// NOT LIMITED · COMMUNITY & TOOLS

Democratizing software building.

People shouldn't be prevented from pursuing their ideas simply because they don't know how to code, lack deep technical knowledge, or can't afford expensive tools.

THE HONEST STORY & MOTIVATIONHELPING PEOPLE + SUSTAINABLE BUSINESS
“I wanted to build something that could help people, and I also wanted to build something sustainable as a business.”

Not Limited started free. The hope is to keep it free for as long as possible. If that isn't financially sustainable over the long term, the objective is to keep it as affordable as possible. No hype, no gatekeeping — just practical leverage for builders.

ACTIVE MISSIONN° 01

Not Limited Platform

Free & accessible builder guidance

A central ecosystem offering straightforward workflows, shared AI tools, and step-by-step guides so anyone can build functional software without expensive courses or software subscriptions.

IN DEVELOPMENTN° 02

Not Limited Team

Collaborative agent workspaces for creators

Tooling concepts designed to help young builders and non-technical teams collaborate seamlessly with shared AI agent workflows and project contexts.

COMMUNITY INITIATIVEN° 03

Code Journey

The community where the journey began

An educational project and community where learners discover programming and AI through collaborative building and mutual knowledge sharing.

// WHAT I DO · TECHNICAL CAPABILITIES & OUTCOMES

What I build & how it works.

I work across AI systems, full-stack software, infrastructure, consulting, and teaching — focusing on real outcomes rather than empty buzzwords.

// VISUAL SYSTEM FLOWSARCHITECTURE IN MOTION

AI ENGINEERING & AGENTS

Autonomous Reasoning & Execution

FLOW 01
AI AGENTS→TOOLS→WORKFLOWS→AUTOMATION→RESULT

Autonomous LLM agents with function calling, structured prompt engineering, vector search (RAG), and event-driven automation pipelines.

FULL-STACK DEVELOPMENT

Production-Grade Applications

FLOW 02
FRONTEND→BACKEND→DATABASE→API→DEPLOYMENT

Modern responsive web applications, robust TypeScript APIs, database schemas, secure authentication, and scalable SaaS platforms.

AI INFRASTRUCTURE & HOSTING

Self-Hosted Sovereign Models

FLOW 03
MODEL→SERVER→API→GATEWAY→APPLICATION

Bare-metal Linux VPS clusters hosting open-weight LLMs (DeepSeek, Llama 3) with vLLM, automated SSL, and reverse proxies.

AI CONSULTING & STRATEGY

Pragmatic Business ROI

FLOW 04
DISCOVER→AUDIT→ARCHITECTURE→IMPLEMENT→MEASURE

Helping businesses identify high-ROI AI opportunities, automate repetitive workflows, and choose the most cost-effective models.

EDUCATION & MENTORSHIP

100% Independence Methodology

FLOW 05
LEARN→BUILD→BREAK→DEBUG→UNDERSTAND→INDEPENDENCE

Guiding students and creators to build real software with AI coding agents and spec-driven vibe coding without getting stuck in error loops.

// 5 CORE CAPABILITY DOMAINSHANDS-ON SPECIALIZATIONS
N° 01INTELLIGENT SYSTEMS

AI Engineering

LLM applications, autonomous multi-agent coordination, structured prompt engineering, AI APIs, model integration, and RAG vector search.

DELIVERABLE CAPABILITIES:
  • Autonomous multi-agent swarms & tool calling
  • Structured prompt engineering & guardrails
  • Vector databases & retrieval-augmented generation
N° 02FULL-STACK SOFTWARE

Full-Stack Development

Modern frontend interfaces, robust backend APIs, relational databases, authentication, SaaS platforms, and developer tooling.

DELIVERABLE CAPABILITIES:
  • Next.js 15, React, TypeScript & Tailwind CSS
  • REST APIs, Webhooks, Supabase & PostgreSQL
  • OAuth authentication & responsive interfaces
N° 03SYSTEM INFRASTRUCTURE

AI Infrastructure & Hosting

Linux server management, Docker containerization, VPS provisioning, self-hosted AI model serving (vLLM/Ollama), and API gateways.

DELIVERABLE CAPABILITIES:
  • Linux (Ubuntu), Docker, and GPU server provisioning
  • vLLM & Ollama high-throughput model serving
  • Nginx reverse proxy, SSL/Certbot, and firewalls
N° 04BUSINESS STRATEGY

AI Consulting & Automation

Helping startups and businesses identify high-ROI AI opportunities, automate repetitive workflows, and integrate AI seamlessly.

DELIVERABLE CAPABILITIES:
  • Operational friction audits & AI feasibility reports
  • 24/7 customer support bots & internal search
  • Workflow automation & cross-platform syncing
N° 05PEDAGOGY & SKILLS

Education & Mentorship

Teaching vibe coding, AI coding agents, programming fundamentals, web development, and practical AI engineering workflows.

DELIVERABLE CAPABILITIES:
  • Spec-driven vibe coding & AI agent steering
  • Project-first learning: idea to live deployment
  • Debugging, error recovery, and system mastery
// THE WORK & SELECTED ARCHITECTURES

Engineered for real-world impact.

Every project listed represents a production system built with rigorous interface specifications, deterministic error recovery, and measurable ROI.

N° 01
Active

Chief of Agents

Creator & Lead Architect · 2026

An intelligent orchestration system that bridges the gap between simple AI prototyping and production software engineering. Chief of Agents takes high-level user goals, generates structured implementation specs, breaks them down into isolated tasks, and coordinates specialized AI coding agents in parallel with automated review and revision loops.

PROBLEM STATEMENT:

Vibe coding sounds easy, but building production systems is notoriously hard. People get stuck on architecture planning, file structures, agent coordination, testing, and debugging, often creating tangled, hallucinated code without a structured pipeline.

DELIVERABLES & OUTCOMES:
  • Autonomous task decomposition & dependency resolution
  • Multi-agent role specialization (Planner, Coder, Reviewer, Verifier)
  • Designed around Tyson's battle-tested vibe coding methodology
N° 02
Active

Not Limited Platform

Founder & Architect · 2026

A personal mission and open ecosystem built on the conviction that no one should be prevented from building their ideas simply because they lack money or a formal computer science degree. Offers accessible tools, guidance, and free AI building resources.

PROBLEM STATEMENT:

Traditional software development carries massive barriers to entry: expensive API subscriptions, complex setup requirements, and steep learning curves that discourage creative beginners.

DELIVERABLES & OUTCOMES:
  • Mission-driven accessibility for Vietnamese and global builders
  • Eliminates paywalls and complex setup barriers for new builders
  • Community-driven iterative feedback loop
N° 03
Active

GPU Rental Kit

Creator & Maintainer · 2026

A modular open-source toolkit and automated script suite designed to rapidly configure, secure, and deploy bare-metal cloud GPUs (RunPod, Vast.ai, Lambda Labs) for private LLM inference, vLLM acceleration, and model fine-tuning with zero manual boilerplate.

PROBLEM STATEMENT:

Renting cloud GPUs typically requires repetitive, error-prone manual setup: installing CUDA drivers, configuring reverse proxies, setting up SSL certificates, securing SSH keys, and wiring token streaming endpoints.

DELIVERABLES & OUTCOMES:
  • One-liner setup for vLLM and OpenAI-compatible API endpoints
  • Automated SSL certificates, firewall rules, and SSH security hardening
  • Production-ready scripts tested across multiple GPU host providers
N° 04
Completed

Code Journey

Initiator & Mentor · 2024

A collaborative initiative created to help people learn programming, AI tools, and computer systems through hands-on project building. Through Code Journey, Tyson explored how people learn best with modern AI and refined his mentorship methodology.

PROBLEM STATEMENT:

Beginners often drop out of coding because traditional tutorials focus on boring syntax exercises rather than helping them experience the joy of building real, functional software.

DELIVERABLES & OUTCOMES:
  • Project-first pedagogy over syntax memorization
  • Empowered students to build and deploy real web projects
  • Formative foundation for Tyson's mentorship philosophy
N° 05
Completed

Basketball & E-Commerce Ventures

Founder & Operator · 2023–2024

Entrepreneurial ventures in athletic equipment, basketball merchandise, and digital storefronts. Tyson managed end-to-end commercial operations including product sourcing, supplier communication, brand identity, customer service, and digital sales funnels.

PROBLEM STATEMENT:

Building software without understanding commercial realities often leads to products nobody wants or uses.

DELIVERABLES & OUTCOMES:
  • Real-world experience in product sourcing and supply chains
  • End-to-end storefront design, branding, and customer funnels
  • Bridging the gap between software engineering and business economics
// FOR BUSINESSES · SERVICES & ADVISORY

Practical AI solutions tailored to your business.

I help businesses figure out where AI actually makes sense and then build the solution: autonomous agents, automated operations, sovereign infrastructure, and full-stack software.

// BUSINESS-TO-AI VALUE ASSEMBLY PIPELINE
CLEAR ROI · ZERO FLUFF
STAGE 01
1. Real Problem

Identify bottlenecks where AI delivers measurable leverage.

STAGE 02
2. Custom AI Agent

Engineer autonomous agents tailored to your team's workflow.

STAGE 03
3. Self-Hosted Infra

Host on sovereign GPU/VPS with zero vendor lock-in.

STAGE 04
4. Verified ROI

Cut hours of manual toil and scale operations nonstop.

N° 01AI Integration

AI Integration & Workflow Analysis

Many businesses know they need AI, but don't know where to begin without wasting money. I audit your daily workflows, identify high-ROI friction points, and integrate pragmatic AI tools directly into your team's existing tools (Slack, Google Sheets, CRMs, email).

KEY DELIVERABLES:
  • Operational workflow audit and AI feasibility report
  • Direct integration of LLM endpoints into existing business software
  • Staff onboarding and pragmatic AI prompt playbooks
INQUIRE
N° 02Automation

AI Business Automation

Eliminate tedious manual data entry, lead qualification, and cross-platform copying. I build self-healing background automation meshes that connect your databases, spreadsheets, email, and messaging platforms with deterministic error recovery.

KEY DELIVERABLES:
  • End-to-end automation architecture connecting your tool stack
  • Custom webhook and event-driven background processing
  • Error handling, alert monitoring, and audit log tracking
INQUIRE
N° 03AI Engineering

Autonomous AI Agent Systems

Move beyond simple chatbot windows. I design, build, and deploy specialized autonomous AI agents equipped with external API tool execution, vectorized knowledge retrieval (RAG), and strict safety guardrails to perform real work independently.

KEY DELIVERABLES:
  • Custom autonomous agent architecture with function calling
  • Vector database setup (RAG) for private company data retrieval
  • Strict anti-hallucination guardrails and structured JSON output validation
INQUIRE
N° 04AI Communication

AI Customer Support Systems

Deploy custom AI support systems across your website, Telegram, Discord, or WhatsApp that accurately answer customer questions based solely on your verified knowledge base, with seamless escalation to human team members when needed.

KEY DELIVERABLES:
  • Knowledge base vectorization and continuous sync pipeline
  • Strict anti-hallucination guardrails and brand tone calibration
  • Seamless human-in-the-loop escalation and chat dashboard
INQUIRE
N° 05Full-Stack Software

Custom Software & SaaS Development

Full-stack engineering of web applications, customer portals, internal management dashboards, and SaaS platforms built with modern Next.js 15, React, TypeScript, and robust database backends with complete mobile responsiveness.

KEY DELIVERABLES:
  • Modern React / Next.js frontend with clean responsive design
  • Secure backend APIs, authentication (OAuth/Email), and database schema
  • Payment gateway integration (Stripe, local gateways) and billing logic
INQUIRE
N° 06Infrastructure

Private AI Infrastructure & Model Serving

Take full control of your AI stack and eliminate recurring third-party API costs. I configure, secure, and deploy bare-metal Linux VPS servers, self-hosted open-weight LLMs (DeepSeek, Llama 3, Qwen) using vLLM and Ollama, with automated SSL and backups.

KEY DELIVERABLES:
  • Linux VPS / GPU server provisioning and security hardening
  • High-throughput LLM model serving (vLLM / Ollama) with OpenAI-compatible API
  • Nginx reverse proxy routing, SSL certificates, and automated backup snapshots
INQUIRE
N° 07Consulting

AI Consulting & Strategy Advisory

Avoid expensive mistakes by getting honest, builder-first technical advice. I help startups and business owners evaluate AI feasibility, choose the right models and architectures, train staff to use AI effectively, and map out a practical development roadmap.

KEY DELIVERABLES:
  • 1-on-1 strategic technical advisory sessions
  • Architecture review and AI model/tool recommendation document
  • Hands-on guidance on team AI adoption and workflow optimization
INQUIRE
N° 08Product & MVP

AI Product Development & Fast MVP

Rapidly architect and launch functional minimum viable products (MVPs) combining modern AI agent features, slick user interfaces, authentication, and payments so you can test market demand in days rather than months.

KEY DELIVERABLES:
  • End-to-end working MVP with live production deployment
  • Integrated AI logic, prompt pipelines, and database schemas
  • Clean GitHub repository with modular codebase ready for scaling
INQUIRE
// THE CLIENT ENGAGEMENT ROADMAP

How we execute together.

A structured, transparent delivery pipeline ensuring zero surprises, high-speed iteration, and production-grade reliability from day one.

Phase 1STAGE 01

Discover & Workflow Mapping

Understand the human, the business, and the true operational bottleneck

Every engagement begins with deep listening. I map your actual daily workflows, isolate repetitive friction points, and identify where AI or automation creates measurable business leverage.

OUTPUT CONTRACT:
  • Operational friction audit
  • AI feasibility assessment
  • Clear boundary of scope
Phase 2STAGE 02

Research & Pragmatic Stack Selection

Select the most cost-effective models, APIs, and architecture

I evaluate available LLMs (proprietary vs. self-hosted open-weight), database requirements, and third-party integrations to design a resilient, low-maintenance architecture without unnecessary bloat.

OUTPUT CONTRACT:
  • Technical architecture specification
  • Model & tool cost estimate
  • Security & data privacy plan
Phase 3STAGE 03

Rigorous System Specifications

Draft explicit interface contracts before touching code

Before orchestrating AI agents or writing code, I draft structured markdown specifications and type schemas. This eliminates ambiguities, prevents hallucinations, and establishes exact expectations.

OUTPUT CONTRACT:
  • TypeScript data schemas
  • API endpoint contracts
  • Agent prompt guidelines
Phase 4STAGE 04

Agentic Build & High-Velocity Assembly

High-speed implementation with human steering and clean modularity

I leverage modern AI coding agents to write clean, modular full-stack code at 10x velocity. As the lead architect, I manage state boundaries, test every component, and ensure code quality.

OUTPUT CONTRACT:
  • Working frontend interfaces
  • Production backend & database
  • Secure API integrations
Phase 5STAGE 05

Edge-Case Testing & Hardening

Verify error handling, guardrails, and real-world failure modes

I test error states, rate limit fallback mechanisms, prompt injection guardrails, and cross-device responsiveness to ensure the system never breaks under unexpected user input.

OUTPUT CONTRACT:
  • Resilient error boundaries
  • Strict anti-hallucination checks
  • Zero TypeScript/lint errors
Phase 6STAGE 06

Deployment & Production Launch

Ship to production with automated CI/CD, SSL, and monitoring

I deploy the solution to production environments (Vercel, private Linux VPS, Supabase, Cloudflare) with automated continuous integration, custom domains, HTTPS certificates, and health monitoring.

OUTPUT CONTRACT:
  • Live production deployment
  • Automated CI/CD pipelines
  • Operational monitoring & alert channels
Phase 7STAGE 07

Feedback & Continuous Iteration

Refine based on actual usage metrics and business performance

Software isn't finished on launch day. I observe real-world usage data, collect team feedback, optimize prompt performance, and iterate to maximize commercial return.

OUTPUT CONTRACT:
  • User feedback review
  • Prompt latency & cost tuning
  • Continuous support & feature expansions
// LEARN WITH TYSON · PRACTICAL MENTORSHIP

Learn to build real software with AI.

I teach people how to use AI to build real software — even if they don't come from a traditional programming background.

THE CORE TEACHING PHILOSOPHY
100% INDEPENDENCE GOAL
“I don't want to just give you the answer. I want to teach you how to figure it out yourself.”

This is not traditional tutoring or syntax memorization. We work through real projects specifically tailored to your goals and pace. The objective is giving you the confidence, workflow, and repeatable methodology to build and ship anything you imagine independently.

// ARCHITECTURE CONTRACT
1.
2.
3.
SPEC > VIBE100% PROD
// WHO THIS IS FORBEGINNER TO ADVANCED BUILDER
TIER 01NO CODE BACKGROUND NEEDED

Complete Beginners

People with zero prior programming experience who want to learn how software works and build their very first functional web application.

TARGET OUTCOME:
Understand core software fundamentals and ship your first live project without fear.
TIER 02AI TOOL MASTERY

AI Beginners

Individuals who use ChatGPT casually but want to understand real AI APIs, model differences, prompt engineering, and practical workflows.

TARGET OUTCOME:
Master prompting, context management, and integrating AI into daily work.
TIER 03HIGH-VELOCITY AGENTS

Vibe Coders

People wanting to build software using modern AI coding agents (Claude Code, Cursor, Antigravity) without getting lost in debugging loops.

TARGET OUTCOME:
Learn spec-driven vibe coding: write clear specs, direct agents, and verify code like an architect.
TIER 04IDEA TO REALITY

Students & Creators

High school or university students with product ideas who want to build real portfolio pieces instead of memorizing boring textbook syntax.

TARGET OUTCOME:
Transform creative ideas into live, public GitHub repositories and deployed web products.
TIER 05LEARN BY BUILDING

Beginner Builders

Aspiring entrepreneurs and solo founders who want to build functional MVPs, customer dashboards, and automation tools independently.

TARGET OUTCOME:
Gain the self-sufficiency to design, build, debug, and deploy software completely independently.
// 7-STEP INDEPENDENCE LEARNING ROADMAP
LEARN → BUILD → BREAK → DEBUG → UNDERSTAND → BUILD INDEPENDENTLY
01
Define Goal

Pick a concrete, meaningful project you genuinely care about building.

02
Understand Concepts

Break down the underlying mechanics (frontend, backend, database, AI).

03
Learn the Workflow

Master spec drafting, prompt structure, and agent orchestration.

04
Build Together

Hands-on implementation with real-time pair programming and guidance.

05
Debug & Demystify

Learn how to read error logs, trace bugs, and prompt agents to fix issues.

06
Deploy Publicly

Ship your project to production on Vercel or cloud servers with a custom domain.

07
Build Independently

Graduate with the repeatable methodology to build future projects on your own.

// PRACTICAL CURRICULUM MODULESPROJECT-DRIVEN CURRICULUM
MOD 01PRACTICAL

Spec-Driven Vibe Coding & Agent Steering

Learn how to pilot AI coding agents (Claude Code, Cursor, Antigravity) effectively. Write clear specifications (`.cursorrules`, interface contracts) so AI agents write clean, modular code without hallucinations.

Key Competencies:
  • Prompt engineering & context window management
  • Writing `.cursorrules` and markdown architecture specs
  • Steering multi-file edits and handling edge cases
MOD 02PRACTICAL

Modern Web & Full-Stack Fundamentals

Understand the core anatomy of web applications: React component trees, Next.js routing, server vs client state, TypeScript types, and styling with Tailwind CSS.

Key Competencies:
  • React state, props, and component architecture
  • Next.js App Router & server rendering basics
  • TypeScript type safety and clean modularity
MOD 03PRACTICAL

APIs, Databases & Backend Integrations

Learn how software communicates. Connect frontends to PostgreSQL/Supabase databases, set up secure authentication, manage environment variables, and integrate external APIs.

Key Competencies:
  • Database schema design & CRUD operations
  • Secure user authentication (OAuth / Email)
  • REST API endpoints and webhook handlers
MOD 04PRACTICAL

AI API Integration & Autonomous Agents

Incorporate intelligent capabilities into your software. Call OpenAI, Anthropic, and open-weight models, implement vector search (RAG), and create autonomous tool-calling agents.

Key Competencies:
  • LLM API integration & streaming responses
  • Knowledge retrieval with vector embeddings (RAG)
  • Function calling & structured JSON outputs
MOD 05PRACTICAL

Git, GitHub & Version Control Workflows

Master the essential developer toolkit: Git branching, atomic commits, pull requests, resolving merge conflicts, and publishing a clean open-source GitHub profile.

Key Competencies:
  • Essential terminal CLI commands & Git workflow
  • Clean repository structure and README documentation
  • Managing merge conflicts and release branches
MOD 06PRACTICAL

Production Deployment, Domains & Cloud Hosting

Take your project from localhost to the world. Deploy web apps to Vercel, setup custom domains, configure DNS records, and explore basic Linux VPS hosting.

Key Competencies:
  • Automated CI/CD deployments with Vercel & GitHub
  • Domain configuration, DNS records, and HTTPS/SSL
  • Introduction to Linux VPS hosting and Docker basics
1-ON-1 BUILDER MENTORSHIP // ADAPTIVE COACHING

Ready to build software with AI independently?

Accepting motivated creators, students, and aspiring founders. Walk through everything specifically for your goals.

Apply For Mentorship
// THE STUDENT LEARNING ROADMAP

How learning with us works.

Don’t just memorize syntax. Learn how to architect, build, debug, and deploy real software independently using modern AI tools.

Stage 1STAGE 01

Understand the Goal

Choose a meaningful project you genuinely care about building

Learning happens through building things that excite you. We start by defining a concrete project idea — whether a custom AI agent, a personal SaaS tool, or an interactive web application.

MILESTONE CONTRACT:
  • Crystal-clear project scope
  • Defined target user & problem
  • Architecture blueprint sketch
Stage 2STAGE 02

Learn the Core Mechanics

Demystify how software, APIs, and AI models actually work

We walk through the underlying concepts: client vs. server, databases, REST APIs, and how AI coding agents process instructions. No boring theory — only practical fundamentals.

MILESTONE CONTRACT:
  • Mental model of modern web stacks
  • Understanding of API calls & data flow
  • Prompt engineering principles
Stage 3STAGE 03

Spec-Driven Vibe Coding

Master the workflow of piloting AI coding agents effectively

I teach you how to write clear specifications (`.cursorrules`, interface files) and direct AI coding tools (Claude Code, Cursor, Antigravity) so you build cleanly without getting stuck in errors.

MILESTONE CONTRACT:
  • Structured `.cursorrules` file
  • Architecture specification document
  • High-velocity development setup
Stage 4STAGE 04

Hands-On Implementation

Pair-program in real-time to build your application step-by-step

We write code together. You learn how to structure folders, create components, connect databases, and steer AI assistants through multi-file edits with complete control.

MILESTONE CONTRACT:
  • Modular React/Next.js components
  • Connected database backend
  • Working software prototype
Stage 5STAGE 05

Debugging & Problem Solving

Learn how to diagnose errors and fix issues independently

When bugs occur, we don't panic. I teach you how to read console logs, isolate root causes, and prompt AI agents systematically to diagnose and resolve errors.

MILESTONE CONTRACT:
  • Debugging methodology & log analysis
  • Unit/integration testing checks
  • Resilient error handling
Stage 6STAGE 06

Public Production Deployment

Deploy your project to the live internet with your own domain

We push your code to GitHub, connect it to Vercel or cloud hosting, set up environment variables securely, and connect a custom domain so you can share your work with the world.

MILESTONE CONTRACT:
  • Live public production URL
  • Clean GitHub repository portfolio
  • SSL security & domain config
Stage 7STAGE 07

Independent Builder Graduation

Graduate with the repeatable methodology to build anything on your own

The ultimate objective is 100% independence. You leave with a proven, repeatable framework to ideate, plan, build, debug, and ship any future software project on your own.

MILESTONE CONTRACT:
  • Complete developer self-sufficiency
  • Repeatable vibe coding playbook
  • Confidence to ship future ideas
// FOR RECRUITERS & ENGINEERING LEADERS

30-Second Technical Snapshot.

An honest, scannable overview of Tyson's core technical roles, strengths, what he brings to a team, and authentic independent background.

CANDIDATE / PROFILE
Tran Thai Son (Tyson)
AI Engineer · Full-Stack Developer
PRIMARY DISCIPLINES
AI Engineering & Full-Stack
AI Agents, Web Apps, Automation & Infra
EDUCATION
SNA Marianapolis
International School · Self-Directed Engineering
EXPERIENCE MODEL
Independent · Builder-First
Projects · Client Builds · Mentorship
CORE STRENGTHS
  • AI Engineering (LLM apps, prompt architectures)
  • Full-Stack Development (Next.js 15, TypeScript, React)
  • Autonomous AI Agents & Tool Calling
  • Business Workflow Automation & Webhooks
  • AI Infrastructure (Linux VPS, vLLM, Docker)
  • AI Product Development & Rapid MVP Delivery
WHAT I BRING
  • Strong hands-on building mindset
  • Self-directed rapid learning ability
  • Cross-stack end-to-end understanding
  • AI-native spec-driven development workflow
  • Business awareness & ROI intuition
  • Ability to explain technical concepts clearly
AUTHENTIC BACKGROUND

Transparent background: Independent builder, product creator, AI consultant, and technical mentor. No fabricated employment claims — proven track record through real live repositories and deployed production systems.

Languages: Vietnamese (Native) · English (Fluent) · Chinese (Basic)
● Available for Remote Contracts & Client Builds
// CHRONOLOGY & SYSTEM MILESTONES

Track record & verified impact.

Real-world software engineering engagements, client automation pipelines, open-source architectures, and builder coaching.

EPOCH N° 01

Independent AI Developer & Systems Builder

Self-Directed / Tyson Builds
2024 — PRESENT

Architecting autonomous AI agent coordination systems, self-hosted LLM infrastructure, full-stack web applications, and developer tooling with high-velocity spec-driven vibe coding.

VERIFIED RESPONSIBILITIES & OUTCOMES:
  • Conceived and architected Chief of Agents, an AI-native project coordination framework for parallel multi-agent software engineering
  • Created Not Limited, an initiative focused on removing technical and financial barriers for non-traditional builders and Vietnamese creators
  • Authored open-source GPU Rental Kit (github.com/TysonTranThai/gpu-rental-kit) to automate bare-metal GPU provisioning for vLLM inference
  • Deploying self-hosted open-weight LLMs (DeepSeek, Llama 3, Qwen) on private Linux VPS clusters with automated SSL and Nginx routing
TypeScriptNext.jsvLLMLinuxDockerPythonMulti-Agent AIGit
EPOCH N° 02

AI Consultant & Client Solutions Engineer

Client Engagements & Small Business Automation
2024 — PRESENT

Partnering directly with small business owners, solo founders, and operators to design and implement customized AI workflows, support bots, and internal automation tools.

VERIFIED RESPONSIBILITIES & OUTCOMES:
  • Audited client operational workflows to identify high-ROI automation and AI integration opportunities
  • Built custom 24/7 AI customer support bots and knowledge retrieval systems (RAG) integrated with company documentation
  • Automated cross-platform data synchronization between CRMs, messaging platforms (Telegram/Slack), and spreadsheets
  • Trained non-technical client teams on practical prompt engineering and daily AI tool adoption
Node.jsOpenAI APIClaude APIWebhooksPostgreSQLSupabaseMake.com
EPOCH N° 03

Founder & Technical Mentor

Code Journey & 1-on-1 Builder Mentorship
2024 — PRESENT

Mentoring students, founders, and aspiring builders in spec-driven vibe coding, full-stack web development, and AI agent orchestration through project-first hands-on sessions.

VERIFIED RESPONSIBILITIES & OUTCOMES:
  • Designed a 7-step independence learning roadmap: Goal → Understand → Learn → Build → Debug → Deploy → Build Independently
  • Guided complete beginners and students from zero coding knowledge to shipping their first live web applications on Vercel
  • Taught practical context engineering, `.cursorrules` creation, and terminal CLI navigation for high-velocity AI pair programming
  • Created collaborative community learning environments centered on figuring things out through real execution
Vibe CodingClaude CodeCursorNext.jsReactGit / GitHubVercel
EPOCH N° 04

Founder & E-Commerce Operator

Athletics & Digital Storefront Ventures
2023 — 2024

Founded and operated basketball merchandise and athletic equipment e-commerce projects, developing commercial intuition in sourcing, branding, and customer communication.

VERIFIED RESPONSIBILITIES & OUTCOMES:
  • Managed end-to-end product sourcing, supplier evaluation, and international inventory logistics
  • Designed digital storefronts, brand visual identities, and social marketing campaigns
  • Handled customer inquiries, order fulfillment, refund policies, and margin calculations
  • Gained foundational entrepreneurial experience that now directly shapes practical software architecture decisions
E-CommerceProduct SourcingBrand DesignCustomer ServiceBusiness Operations
// THE TECHNICAL ARMORY

Tools of the craft.

An honest breakdown of the languages, frameworks, inference engines, and cloud infrastructure we command in production.

PROFICIENCY LEVEL:● Experienced (Daily Production)● Working Knowledge (Production Capable)● Exploring (Active R&D)

AI & Intelligent Systems

N° 01
LLMs & Model APIsExperienced
Autonomous AI AgentsExperienced
Prompt & Context EngineeringExperienced
AI Automation PipelinesExperienced
RAG & Vector RetrievalWorking Knowledge
AI Workflow OptimizationWorking Knowledge

Software Engineering & Full-Stack

N° 02
TypeScriptExperienced
Next.js (App Router)Experienced
ReactExperienced
Tailwind CSSExperienced
Node.jsWorking Knowledge
PythonWorking Knowledge
HTML5 / CSS3Experienced
SQLWorking Knowledge

AI Infrastructure & Hosting

N° 03
Linux (Ubuntu / Debian)Working Knowledge
Docker & ContainerizationWorking Knowledge
Self-Hosted AI & Model ServingWorking Knowledge
VPS & Cloud Server ManagementWorking Knowledge
Nginx & Reverse ProxiesWorking Knowledge
API Gateways & RoutingWorking Knowledge

Data & Backend Integrations

N° 04
REST APIs & WebhooksExperienced
SupabaseWorking Knowledge
PostgreSQLWorking Knowledge
User AuthenticationWorking Knowledge

Developer Tools & Agentic Workflows

N° 05
AI Coding AgentsExperienced
Git & GitHubExperienced
CLI & Terminal WorkflowsWorking Knowledge
Spec-Driven Vibe CodingExperienced
// ENTREPRENEURSHIP, DISCIPLINE & LANGUAGES

Beyond the code.

What fuels Tyson's stamina, athletic discipline, commercial thinking, and curiosity outside of software engineering.

N° 01

Basketball & Athletics

Playing basketball and staying physically disciplined keeps my mind sharp, competitive, resilient, and focused under pressure.

N° 02

AI & Systems Experimentation

Constantly testing new open-weight models, local inference setups (vLLM, Ollama), multi-agent swarms, and developer tooling.

N° 03

Entrepreneurship & E-commerce

Hands-on experience with product sourcing, branding, online storefronts, and business economics — building practical business intuition.

N° 04

Continuous Learning

Reading technical specs, exploring Linux system internals, studying software architecture, and expanding knowledge every day.

COMMUNICATION LANGUAGES:Vietnamese (Native) · English (Fluent) · Chinese (Basic)
“Keep learning. Keep building. Keep helping.”
// DIRECT TRANSMISSION & CONTACT INFO

Let's build something extraordinary.

No intermediaries, no bureaucratic delays. Reach out directly through any of the verified channels below — whether for engineering roles, client automation systems, or 1-on-1 mentorship.

DIRECT_LINK
PRIMARY EMAIL
ACTIVE
tysontranthai@gmail.com

Best for detailed inquiries, project briefs & proposals

OPEN INBOX ↗
TELEGRAM DIRECT
ACTIVE
@tysontran

Instant messaging, quick syncs & fast chats

GITHUB PROFILE
ACTIVE
github.com/TysonTranThai

Open-source repos, GPU Rental Kit & technical experiments

VISIT GITHUB ↗
Z
ZALO DIRECT
ACTIVE
0971319614

Fastest for calls & messages in Vietnam

OPEN ZALO ↗
DISCORD COMMUNITY
ACTIVE
tysontran03

Chat with the builder community & quick DMs

OPEN DISCORD ↗
FACEBOOK PROFILE
ACTIVE
Trần Sơn

Follow the daily building journey & updates

VISIT PROFILE ↗
OPERATIONAL SLA & DIRECT PROTOCOLS
STATUS: OPEN FOR NEW ENGAGEMENTS
RESPONSE SLA

Within 12 hours guaranteed across all channels.

LOCATION & TIME

Vietnam · GMT+7 (Available for remote global sync).

CONFIDENTIALITY

Mutual NDA & 100% private data sovereignty guaranteed.

DELIVERY VELOCITY

Rapid iterations, functional MVPs in days, continuous deployment.

// TAILORED COLLABORATION PATHWAYSSELECT YOUR PATH
1. HIRING & RECRUITERS

Available for remote AI engineering roles, contract builds, and full-stack software development.

2. BUSINESSES & STARTUPS

Custom autonomous AI agents, workflow automation pipelines, bare-metal Linux/GPU server setups, and rapid MVP delivery.

3. LEARNERS & ASPIRING BUILDERS

1-on-1 practical mentorship in spec-driven vibe coding, prompt engineering, and building real web applications from scratch.