Welcome to the lab. 🧪
I am a Data Scientist and Tech Enthusiast.
I have a few neuroses: learning the Thai language (my second home 🇹🇭) and sports.
I used to be a Nak Muay fighting in Thailand. But let’s face it, I am officially “old” now (34 years old, ouch). My pro fighting career is behind me. So, I traded my boxing gloves for trail running poles and tight cycling bibs. 🚴♂️🏔️
🛠️ What is this place?
This blog is my digital workbench. It is not a polished tutorial site. It is a log of my personal experiments where I try to solve real-world problems using code and data.
🚀 Philosophy
I don’t just train models; I build systems to solve my own problems, often going against the grain of standard tech ecosystems.
Topics I explore
- Sports Science & Data: Building custom tools to optimize endurance training.
- Automation: Escaping standard workflows to regain control over my data.
- Hardware & Edge: Tinkering with devices and custom setups.
I share my findings, concepts, and snippets of code here.
📝 Latest Experiments
Project Chiang M-AI - Episode 10: Taming the Weight Anomaly: Automated Nutrition Engine, Hom Mali Rice Math, and Dual-Language SMS Alerts
nutrition
sports-science
automation
python
project-chiang-m-ai
Project Chiang M-AI - Episode 9: Tuning a 100-Mile Plan After a Heatwave Summer: From Commercial Anomalies to a Locked Back
training-plans
data-analysis
injury-prevention
sports-science
project-chiang-m-ai
Project Chiang M-AI - Episode 8: Taming Plantar Fasciitis and Ankle Sprains: Footwear, Strength, and Low-Cadence Cycling
rehabilitation
strength-training
sports-science
coaching
Project Chiang M-AI - Episode 7: Mid-Season Review - Trail du Saint Jacques Post-Mortem
race-report
data-analysis
sports-science
project-chiang-m-ai
Project Chiang M-AI - Episode 6: Forest Fire Logistics (Where to Run Today?)
Python
Ultra-Trail
Automation
Scraping
GitHub Actions
SMS Alerts
Project Chiang M-AI - Episode 5: Full Auto Mode (Wellness-Based Adaptation)
AI
Python
Ultra-Trail
Automation
Google Calendar
Intervals.icu
Project Chiang M-AI - Episode 4: The “Zero-UI” Warehouse: Shipping AI Plans to Production (Garmin)
python
automation
gemini
intervals.icu
project-chiang-m-ai
Project Chiang M-AI - Episode 3: The Runtime Loop - Agile Sprint Planning for Ultra-Running
methodology
prompt-engineering
productivity
agile
Project Chiang M-AI - Episode 2: AI Training Plan: From Generation to Validation
methodology
prompt-engineering
sports-science
system-design
project-chiang-m-ai
Project Chiang M-AI - Episode 1: The AI Board of Directors: How I Engineered My Ultra-Trail Season
methodology
prompt-engineering
sports-science
system-design
project-chiang-m-ai
ai-coaching
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