About
Building tools that
people actually rely on.
Python developer based in Thailand, focused on the intersection of financial systems, data engineering, and applied machine learning. I build investment analyzers, production data pipelines, and anomaly detection systems.
Alongside applied work, I've been systematically deepening Rust proficiency — from building a text editor and screen recorder from scratch to completing Rustlings, Advent of Code, and a full backend course.
Currently exploring LLM tooling and agentic systems: a second-brain agent that writes its own knowledge base, and a doppelganger agent that mirrors my thinking style across sessions.
Skills
Stack
Languages
Backend & APIs
Data & ML
Infrastructure
Systems / Low-level
AI & Agents
Projects
What I Build
All 51 repos →Practical Python guide for investors — portfolio math, data pipelines, and performance metrics. Most starred public repo.
Investment analysis tool with Streamlit UI — interactive portfolio performance dashboards.
Personal knowledge base maintained by an LLM agent — the agent writes and curates all wiki content.
AI agent that mirrors my thinking style, coding conventions, and decision patterns across sessions.
Fully functional terminal text editor built in Rust from scratch — demonstrates low-level systems depth.
Proof-of-concept anomaly detection system — production-adjacent ML pipeline.
Writing
Recent Posts
All posts →Navigating the Digital Moat: When Your Web Scrape Hits a Cloudflare Challenge
Rust's Ascendancy: Why It's Becoming the Go-To for Systems Programming (and My Domains)
9arm Skills — Debug Mantras, Post-Mortems, and Code Review as Agent Skills