Use domain events to decouple components and enable reactive architectures.
Read more →Category: Emerging Technologies
Emerging technologies include a variety of technologies such as educational technology, information technology, nanotechnology, biotechnology, cognitive science, psychotechnology, robotics, and artificial intelligence.
Tips and Tricks – Apply Repository Pattern for Data Access
Abstract data access logic behind a clean interface for testability and flexibility.
Read more →Advanced Retrieval Strategies for RAG: From Dense to Hybrid Search
Introduction: Retrieval is the foundation of RAG systems—the quality of retrieved documents directly impacts generation quality. Different retrieval strategies excel in different scenarios: dense retrieval captures semantic similarity, sparse retrieval handles exact keyword matches, and hybrid approaches combine both. This guide covers advanced retrieval techniques: embedding-based dense retrieval, BM25 and sparse methods, hybrid search strategies, […]
Read more →Tips and Tricks – Implement Structured Logging for Observability
Use structured JSON logging for better searchability and analysis in cloud environments.
Read more →Deploying LLM Applications on Cloud Run: A Complete Guide
Last year, I deployed our first LLM application to Cloud Run. What should have taken hours took three days. Cold starts killed our latency. Memory limits caused crashes. Timeouts broke long-running requests. After deploying 20+ LLM applications to Cloud Run, I’ve learned what works and what doesn’t. Here’s the complete guide. Figure 1: Cloud Run […]
Read more →Tips and Tricks – Implement Circuit Breaker for Resilient Services
Prevent cascade failures by implementing circuit breaker pattern for external service calls.
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