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JonusNattapong/README.md

Jonus Nattapong

Software Engineer • AI/ML Research • Autonomous Systems


Profile

Nattapong Tapachoom
Software Engineer & AI Researcher
Bangkok, Thailand (UTC+7) | Languages: Thai, English

Professional Summary

Specialized in building autonomous systems with expertise in LLM agents, dataset engineering, and algorithmic trading. Focused on developing production-ready AI solutions that combine cutting-edge research with practical implementation.

Core Competencies

  • AI/ML Engineering: Large Language Models, RAG Systems, Multi-agent Workflows
  • Data Engineering: ETL Pipelines, Time-series Data, Web Scraping
  • Algorithmic Trading: Reinforcement Learning, Risk Management, Backtesting
  • Backend Development: High-performance APIs, Database Design
  • Security Research: Authorized security analysis and threat research
  • AI Ecosystem Architecture: Personal AI infrastructure and modular skill systems

Technical Skills

Programming Languages

Language Proficiency
Python Expert
Rust Advanced
JavaScript/TypeScript Advanced
SQL Proficient
MQL5 Proficient

Frameworks & Technologies

Category Technologies
Web Frameworks FastAPI, Django, React/Next.js
AI/ML LangChain, Transformers, Hugging Face, Ollama
Databases PostgreSQL, TimescaleDB, Redis
Tools Docker, Git/GitHub, MetaTrader5

Specializations

  • AI/ML Engineering: RAG Systems (90%), Transformers (95%), LLM Orchestration (90%)
  • Backend Development: API Design, Database Architecture, Performance Optimization
  • Data Engineering: ETL Pipelines, Time-series Data, Web Scraping
  • Algorithmic Trading: Reinforcement Learning, Risk Management, Backtesting
  • Personal AI Systems: Local-first architecture, modular skill frameworks

Projects Portfolio

OpenKrab Ecosystem - Personal AI Infrastructure

Founder & Lead Developer - Building comprehensive personal AI ecosystem inspired by OpenClaw

Core Infrastructure

  • OpenKrab - Autonomous AI Infrastructure supporting any OS and platform
  • Krab - Core platform transforming OpenClaw into personal AI ecosystem
  • ClawController - Administration app for orchestrating OpenClaw Gateway instances
  • ClawWizard - Interactive setup wizard for seamless OpenClaw deployment

AI Trading & Finance

  • ClawGold - AI-powered XAUUSD trading system with news aggregation and sentiment analysis
  • ClawPoly - Local-first Polymarket trading bot for practical execution
  • ClawReceipt - Automated receipt capture and financial data management

Memory & Data Management

  • ClawMemory - Local-first memory layer for persistent AI context
  • ClawGraph - Graph-based memory system solving "I remember it but can't find it"
  • ClawSync - Encrypted synchronization across OpenClaw/OpenKrab ecosystem
  • ClawBackup - Automated encrypted nightly backup system

Productivity & Automation

  • ClawFlow - CLI wrapper for skill bundle installation and workflow automation
  • ClawChain - Reusable chain-of-thought workflow framework
  • ClawBrowser - Safe browser automation without screen exposure
  • ClawMirror - Auto-sync conversations to popular platforms

Localization & Learning

  • ClawThai - Thai language support and localization (Beta)
  • ClawLearnFeed - Personal learning feed aggregation
  • ClawSelfImprove - Enhanced self-improving AI loop

Focus Areas: Local-first architecture, privacy-preserving AI, modular skill system, multi-platform support, Thai language AI capabilities

AI & Machine Learning

  • File-Search-API - RAG-based document chat system using FastAPI
  • IDAS-NGSI-Agent-Framework - NGSI context-aware agent framework
  • DeepSeek-OCR-Prompt - Computer vision with OCR pipeline integration
  • LangChainOllama - Local LLM model orchestration platform
  • ai-generator-prompt - Advanced prompt engineering toolkit

Data Engineering

  • Scrape-Thai-Web - Thai language web scraping utilities
  • DATASET-XAUUSD-BTCUSD - 20-year financial trading dataset
  • TimescaleDB-47 - Time-series data management solutions
  • TimescaleDB-Prompt - Database automation and optimization tools
  • Fiware-Smart-Prompt - Smart city IoT data integration

Trading Systems

  • Ai-Trading-RL - Reinforcement learning trading agent
  • Trading-Ai-Lstm - LSTM-based price prediction models
  • Trading-Ai-GRU - GRU-based trading strategy implementation
  • EA-P90 - MetaTrader5 Expert Advisor (P90 system)
  • EA-AK47Hybrid - Hybrid trading algorithm implementation
  • RL-Winrate - Win-rate optimization through reinforcement learning
  • PyTrade-Desk - Comprehensive trading desk application

Developer Tools & Frameworks

  • OpenSpeed - High-performance web framework
  • MyDB-Management-Tool - CLI database management utility
  • Eden-Ai-Survival - AI-powered survival simulation
  • dopa-ready-01 - Productivity utility application

Industrial IoT

  • tsoamr.pttplc - Modbus/EVC automated meter reading system
  • TSO-AMR-PTT-PLC - Industrial automation platform

Research & Development

  • BI-RADS-Classification - Medical imaging ML classification
  • Security Research - Authorized cybersecurity research (educational purposes only)

Public & Community Projects

  • ThailandGISMap - โครงการรวบรวมและจัดหมวดหมู่ข้อมูลภูมิสารสนเทศ (GIS) ของประเทศไทยจากแหล่งข้อมูลมาตรฐานสากลและหน่วยงานราชการไทย เพื่อให้บริการข้อมูลภูมิศาสตร์ที่ครบถ้วนและเป็นมาตรฐานสำหรับการวิจัยและพัฒนา
  • ThaiMBG - Thai language processing and localization tools

GitHub Statistics

Overview

  • Total Repositories: 50+
  • Active Projects: 15+
  • Primary Language: Python
  • Secondary Languages: Rust, JavaScript, MQL5
  • Contribution Pattern: Daily commits
  • Open Source Activity: Actively contributing

Domain Expertise Distribution

Domain Percentage
AI/ML Engineering 35%
Data Engineering 25%
Trading Systems 20%
Backend Development 15%
Security Research 5%

Language Distribution

Language Usage
Python 45%
Rust 20%
JavaScript 15%
MQL5 10%
TypeScript 8%
Other 2%

Development Metrics

  • Current Activity: Active development streak
  • Consistency: Maintained long-term contribution patterns
  • Code Quality: Clean, tested, and well-documented
  • Documentation: Comprehensive project documentation

Mission Statement

Primary Objective Build autonomous systems that learn, adapt, and ship to production.

Operational Goals

  • Design and deploy AI agent frameworks for real-world applications
  • Engineer high-quality datasets for Thai/English language tasks
  • Develop algorithmic trading systems with robust risk management
  • Create developer tools that improve productivity and workflow
  • Contribute to open-source projects that benefit the community
  • Build personal AI ecosystems that prioritize privacy and user control

Core Principles

  • Code quality over quick hacks
  • Documentation as a first-class citizen
  • Testing before deployment
  • Security by design
  • Performance optimization
  • Clean architecture
  • Local-first and privacy-preserving design

Development Approach Research → Prototype → Test → Iterate → Ship → Maintain


Connect

Professional Profiles

Contact Information

  • Location: Bangkok, Thailand
  • Languages: Thai, English
  • Timezone: UTC+7
  • Status: Available for collaboration and consulting opportunities

Closing

Motto: "Ship fast. Test hard. Build better."

System Status: Online | Version 2.0.0 | Last Updated: December 2025

License: MIT (where applicable)


Jonus Nattapong (ZombitX64) Software Engineer & AI Researcher OpenKrab Founder & Lead Developer

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