I'm an AI Product Engineer with 3+ years of experience building production-grade AI applications and leading cross-functional engineering teams. I specialize in LLM infrastructure, generative AI integration, and translating complex business requirements into scalable AI solutions.
- 🌍 Based in Singapore
- 🏢 Product Engineer at Pints AI (formerly AI and Software Engineer)
- 🚀 Rapid progression from junior founding engineer to product engineer in under 3 years
- ✉️ ly.soksedtha72@gmail.com
Building AI Applications
- Built a custom LLM framework from scratch (LangChain equivalent) with model-agnostic infrastructure and production-grade orchestration
- Architect production RAG systems with enterprise-level reliability for AI-powered client solutions
- Design and implement AI monitoring frameworks for production LLM applications
- Expert in prompt engineering, model fine-tuning, and LLM evaluation
Product Engineering
- Lead cross-functional teams on revenue-generating AI products
- Drive technical roadmap and product strategy for AI-powered SaaS platforms
- Translate business objectives into actionable technical specifications
- Build scalable full-stack applications with seamless AI integration
Technical Leadership
- Manage complete SDLC from requirements to deployment and optimization
- Established best practices for dataset preparation and model fine-tuning workflows
- Created robust data pipelines for high-volume enterprise-grade processing
LLM Framework Development •
Production LLMs •
RAG Systems •
AWS Bedrock •
Llama.cpp •
Fine-tuning •
Prompt Engineering •
Vector Databases
Docker •
Kubernetes •
AWS •
GCP •
CI/CD •
GitHub Actions •
Microservices •
API Design
Data Pipelines •
Performance Monitoring •
Redis
- 🚀 Rapid Career Growth: Junior founding engineer → Product engineer in under 3 years at AI startup
- 🛠️ Custom LLM Framework: Built production-grade LLM orchestration framework from scratch
- 👥 Technical Leadership: Led cross-functional teams on multiple AI projects, including managing a team of 8 engineers
- 🏗️ Production AI Systems: Architected AI infrastructure that became core revenue-generating platform
- 🏅 Hackathon Winner: 2nd Place - Intelligence Virtual Hack 2022
- 🥇 Gold Medalist: Cambodian National Physics Olympiad (demonstrating exceptional problem-solving abilities)
Bachelor of Science - Computer Science
Mahidol University, Information and Communication Technology (2018 - 2022)
- CGPA: 3.97/4.00
- Dean's Award for Highest GPA
- Teaching Assistant - Calculus & English
I'm always interested in discussing AI infrastructure, LLM applications, and innovative product engineering. Feel free to reach out!