Implement semantic caching to avoid redundant LLM calls and reduce API costs.
Tips and Tricks #222: Implement Prompt Templates for Consistent LLM Output
Use structured prompt templates to get reliable, formatted responses from LLMs.
Serverless Showdown: Cloud Run vs Cloud Functions vs App Engine – Choosing the Right GCP Compute Platform
Executive Summary: Cloud Run represents Google’s vision for serverless containers—a fully managed platform that automatically scales containerized applications from zero to thousands of instances without […]
Tips and Tricks #221: Use Embeddings for Semantic Search
Implement semantic search using text embeddings for more relevant results than keyword matching.
The Type Revolution: How Python’s Gradual Typing Transformed My Approach to Building Production Systems
Five years ago, I would have dismissed Python type hints as unnecessary ceremony for a dynamically typed language. Today, I cannot imagine building production systems […]
Tips and Tricks #220: Use dbt for Maintainable Data Transformations
Build modular, tested, documented data transformations with dbt.