Takku Li bio photo

Takku Li

Currently in Bothell, WA, USA. Passionate about LLM (agentic design, optimazation and infra) and reading, while exploring the world and myself.

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Emojis Search

  • Implemented as a Retrieval-Augmented Generation(RAG) app using Langchain, integrating with Amazon OpenSearch Serverless as vector databases and AWS Bedrock services for embedding.

  • Constructed as distributed with Consul for service discovery, NGINX for load balancing, and OpenTelemetry for tracing, and Kafka for event streaming to enhance performance, scalability, and observability.

  • Containerized the application with Docker and deployed it on Google Kubernetes Engine using a CI/CD pipeline with GitHub Actions, streamlining the development workflow.

Check the repo of this project in github for more details:

Repo: