Introduction: LLM APIs fail. Rate limits hit, services go down, models return errors, and responses sometimes don’t meet quality thresholds. Building reliable AI applications requires robust fallback strategies that gracefully handle these failures without degrading user experience. A well-designed fallback system tries alternative models, implements retry logic with exponential backoff, caches successful responses, and provides […]
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.
RAG Optimization: Query Rewriting, Hybrid Search, and Re-ranking
Introduction: Retrieval-Augmented Generation (RAG) grounds LLM responses in factual data, but naive implementations often retrieve irrelevant content or miss important information. Optimizing RAG requires attention to every stage: query understanding, retrieval strategies, re-ranking, and context integration. This guide covers practical optimization techniques: query rewriting and expansion, hybrid search combining dense and sparse retrieval, re-ranking with […]
Read more →Azure Kubernetes Service (AKS): A Solutions Architect’s Guide to Enterprise Container Orchestration
After two decades of deploying and managing containerized workloads across enterprises, I’ve watched Kubernetes evolve from a complex orchestration tool into the de facto standard for container management. Azure Kubernetes Service (AKS) represents Microsoft’s fully managed Kubernetes offering, and having architected dozens of AKS deployments, I can share the patterns and practices that separate successful […]
Read more →Mastering DevSecOps: Key Metrics and Strategies for Success
Introduction The rise of DevSecOps has transformed the way organizations develop, deploy, and secure their applications. By integrating security practices into the DevOps process, DevSecOps aims to ensure that applications are secure, compliant, and robust from the start. In this blog post, we will discuss the key metrics for measuring the success of your DevSecOps […]
Read more →LLM Routing and Model Selection: Optimizing Cost and Quality in Production
Introduction: Not every query needs GPT-4. Routing simple questions to cheaper, faster models while reserving expensive models for complex tasks can cut costs by 70% or more without sacrificing quality. Smart LLM routing is the difference between a $10,000/month AI bill and a $3,000 one. This guide covers implementing intelligent model selection: classifying query complexity, […]
Read more →Serverless Event Processing with Google Cloud Functions: From HTTP Triggers to Event-Driven Architectures
Introduction: Google Cloud Functions provides a fully managed, event-driven serverless compute platform that scales automatically from zero to millions of invocations. This comprehensive guide explores Cloud Functions’ enterprise capabilities, from HTTP triggers and event-driven architectures to security controls, VPC connectivity, and cost optimization. After building serverless architectures across all major cloud providers, I’ve found Cloud […]
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