HoangTD - System Architect & AI Automation Engineer

System Architect · AI Infrastructure · Automation

HOANGTD

Designing systems that survive changing technologies.

AI models change.
Frameworks change.
Infrastructure evolves.

Well-designed systems remain.

signal_engine.py

I build systems where AI serves business logic — not the other way around.

  • Knowledge Systems
  • AI Automation
  • Data Pipelines
  • Event-Driven Architectures
  • Production Infrastructure

Rather than chasing the newest framework, I focus on building systems that remain maintainable, scalable, and adaptable over time.

3+
Years building production AI infrastructure
0
Business-critical logic placed in prompts
Any
AI providers the system can swap at any time

System Architecture
Client FastAPI Service Layer Task Mgr Knowledge Mgr Workflow Mgr LLM Provider PostgreSQL Automation Layer AI Models
01
Task First
Systems should focus on completing business tasks, not showcasing AI capabilities.
02
Knowledge First
Data and knowledge outlive models. Structure your knowledge layer to survive any model change.
03
Business Logic In Code
Critical logic belongs in software, not prompts. Prompts are an interface, not a specification.
04
Replaceable AI
Any AI provider should be replaceable without redesigning the system.
05
Low Coupling
Every component should be replaceable independently.

Signal Intelligence Platform
Automated collection, filtering, analysis, and knowledge extraction from large-scale information streams.
Knowledge Infrastructure
Structured knowledge systems powered by PostgreSQL and vector search. Built to outlast any model.
AI-Assisted Decision Systems
Turning raw information into actionable intelligence through deterministic pipelines.

Feed Filter Analyze
Intelligence · Pipeline · Analysis
Signal Intelligence Engine
Multi-stage information analysis pipeline designed to identify meaningful signals from large volumes of news and public information.
Raw Text PDF/HTML Structured Extract & Normalize pg vec
Knowledge · Extraction · Retrieval
Knowledge Processing Platform
Automated extraction, normalization, classification, and retrieval of structured knowledge at production scale.
Orchestrator Deterministic AI Model Output
Orchestration · Infrastructure · AI
AI Workflow Infrastructure
Production-ready orchestration architecture combining deterministic software systems with modern AI models.

Backend
Python
FastAPI
Automation
n8n
Database
PostgreSQL
pgvector
AI
OpenAI
Anthropic
DeepSeek
Local Models
Frontend
Next.js
Infrastructure
Docker
VPS
Linux
"AI is an interface.
Systems create value."

Let's Build Better Systems

Interested in working together on production-grade infrastructure? Let's talk.