Automation
- n8n workflows
- APIs and webhooks
- Telegram/message flows
Automation • Systems • Operations
Andy Vo · Calgary, Alberta
I turn messy workflows into working systems.
Operations-minded automation builder. I self-host, integrate, script, debug, and ship practical tools that reduce manual work.
About
Built from real operational pressure.
I understand the grind behind backorders, handoffs, priority shifts, and imperfect systems. My edge is translating that reality into automations people can actually use.
Core strengths
Practical capability, not buzzwords.
Self-hosting
- Docker Compose
- Linux services
- Reverse proxy basics
Development
- Python, JavaScript, HTML/CSS
- SQL, Bash, PowerShell
- Debugging and integration
AI workflows
- RAG/document search
- OpenAI integration
- Process tooling
Featured projects
Systems I can own end-to-end.
Self-hosted automation platform
Home-lab automation stack for workflows, integrations, webhooks, routing, and AI-assisted tools.
Stack: n8n, Docker, Ubuntu, Raspberry Pi, APIs
AI document Q&A
Document ingestion and retrieval workflow that turns uploaded files into searchable, reusable knowledge.
Stack: embeddings, ChromaDB, OpenAI, parsing
PDF / HTML automation
Repeatable document generation pipeline for clean, business-ready HTML and PDF outputs.
Stack: HTML/CSS, templates, PDF rendering
Messaging automation
Telegram/Discord-style workflows with parsing, dedupe, cooldowns, logging, and reliable event handling.
Stack: bots, APIs, webhooks, event logic
How I work
Find friction. Build the fix. Keep it running.
Process-aware
I look for delay, rework, manual handling, and coordination gaps before deciding what to automate.
Reliability-minded
I care about edge cases, fallback behavior, service routing, logs, and whether the system survives real use.
Contact