My Stories

Experience in Designing and Developing Low-Code Platform Systems for Workflow and Product Management

I deliver end-to-end solutions and Service-Oriented Architecture adopting best practices, including loosely coupled design, scalability, elasticity and microservices. I`ve deployed a GenAI service platform using openai APIs, reaching ~300 DAUs, and have experience in applying deep learning algorithms to solving real world problems such as coordination mapping inside factory areas and 98% detection of radioisotopes in noise background.

New Policy Administration System

Goal: Replace a legacy insurance policy administration system with a modern low-code platform. The new system addresses key challenges of the ~30 year old legacy system including poor maintainability, slow batch processing, and limited flexibility by introducing a loosely-coupled microservices architecture with JSON data structures, enabling real-time updates and rapid product changes.

Creating Chain-Of-Thoughts using llama3's JSON structured output

Goal: (1) To explore the behaviour and limitations of LLM; (2) To improve response accuracy by simulating gpt-o1-like reasoning steps and confidence evaluation systems

Multi-Agents Coordination using Swarm framework powered by Ollama

Goal: (1) To adapt the Swarm framework (tailored for openai, has tool_call capability) to using Ollama non-openai models; (2) To create and coordinate few LLMs working together for SQL query tasks and response improvement

Contact Me

Please PM me if you have any concern/ interesting position to share with!

Solution Provided!

Have no idea how exactly you can implement GenAI into the current systems?

What will be the next step?

I'll present to you the general Use Cases of GenAI
We'll discuss your requirements together.
I'll prepare the proposal tailored to your business.
Let's handshake.

Hello there! I`m Kim Wei Scroll down to read more about my experiences on Full-stack & GenAI developments

Tech stacks