Han Xiang Choong

Han Xiang Choong

Senior Customer Architect at Elastic

Han Xiang Choong is a Senior Customer Architect at Elastic. He plays too many videogames and can't seem to stop changing his hobbies every 6 months.

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Articles by Han Xiang Choong
How to build an agent knowledge base with LangChain and Elasticsearch
Elasticsearch Labs

How to build an agent knowledge base with LangChain and Elasticsearch

Learn how to build an agent knowledge base and test its ability to query sources of information based on context, use WebSearch for out-of-scope queries, and refine recommendations based on user intention.

Han Xiang Choong
Beyond vectors: Intelligent hybrid search with LLM agents in Elasticsearch
Elasticsearch Labs

Beyond vectors: Intelligent hybrid search with LLM agents in Elasticsearch

Vector search alone does not account for time, space, or intention, limiting its effectiveness. Thankfully, a solution lies in combining Elastic's traditional search features with LLM agents.

Han Xiang Choong
Improving e-commerce search with query profiles in Elastic
Elasticsearch Labs

Improving e-commerce search with query profiles in Elastic

This blog demonstrates how to improve e-commerce search using query profiles in Elastic.

Han Xiang Choong
Agentic RAG with Elasticsearch & Langchain
Elasticsearch Labs

Agentic RAG with Elasticsearch & Langchain

Discussing Agentic RAG and implementing an agentic flow where the LLM chooses to call an Elastic KB.

Han Xiang Choong
Which job is the best for you? Using LLMs and semantic_text to match resumes to jobs
Elasticsearch Labs

Which job is the best for you? Using LLMs and semantic_text to match resumes to jobs

Learn how to use Elastic's LLM Inference API to process job descriptions, and run a double hybrid search to find the most suitable job for your resume.

Han Xiang Choong
Automating traditional search with LLMs & Elastic Query DSL
Elasticsearch Labs

Automating traditional search with LLMs & Elastic Query DSL

Learn how to use LLMs to write Elastic Query DSL and query structured data with filters.

Han Xiang Choong
Build RAG quickly with minimal code in Elastic 8.15
Elasticsearch Labs

Build RAG quickly with minimal code in Elastic 8.15

Learn how to build an end-to-end RAG pipeline with the S3 Connector, semantic_text datatype, and Elastic Playground.

Han Xiang Choong
Advanced RAG techniques part 2: Querying and testing
Elasticsearch Labs

Advanced RAG techniques part 2: Querying and testing

Discussing and implementing techniques which may increase RAG performance. Part 2 of 2, focusing on querying and testing an advanced RAG pipeline.

Han Xiang Choong
Advanced RAG techniques part 1: Data processing
Elasticsearch Labs

Advanced RAG techniques part 1: Data processing

Discussing and implementing techniques which may increase RAG performance. Part 1 of 2, focusing on the data processing and ingestion component of an advanced RAG pipeline.

Han Xiang Choong