From Local Helper to Cloud‑Native RAG Chatbot on Google Cloud
How we turned a fragile single‑machine RAG into a session‑aware, PostgreSQL‑backed chatbot running on Cloud Run with Vertex AI doing the heavy lifting.
Nicole Tang · Hong Kong
I build practical AI systems, automate repetitive work, and write down what I learn.
How we turned a fragile single‑machine RAG into a session‑aware, PostgreSQL‑backed chatbot running on Cloud Run with Vertex AI doing the heavy lifting.
Transforming a local Python automation into a scalable, serverless cloud application using Google Scheduler, Google Cloud Run and Telegram for on-demand execution.
By decoupling transcription from translation and implementing robust error handling, we can build specialized AI pipelines that outperform generic multimodal models in both accuracy and debuggability.
02 · Recurring curiosities