Introduction: Production LLM applications often benefit from using multiple models—routing simple queries to cheaper models, using specialized models for specific tasks, and falling back to alternatives when primary models fail. Multi-model orchestration enables cost optimization, improved reliability, and access to each model’s unique strengths. This guide covers practical orchestration patterns: model routing based on query […]
Read more →Month: January 2024
Building AI Chatbots with Memory: From Stateless to Intelligent Assistants
Introduction: Chatbots without memory feel robotic—they forget your name, repeat questions, and lose context mid-conversation. Production chatbots need sophisticated memory systems: short-term memory for the current conversation, long-term memory for user preferences and history, and summary memory to compress long interactions. This guide covers implementing these memory patterns: conversation buffers, vector-based retrieval, automatic summarization, and […]
Read more →What Is GPT-3.5 or GPT-4 or GPT-4 Turbo? Everything You Should Know
A comprehensive guide to OpenAI’s GPT model family. Understand the differences between GPT-3.5, GPT-4, and GPT-4 Turbo, including pricing, features, context windows, and practical implementation advice for developers.
Read more →Deep Dives into EKS Monitoring and Observability with CDKv2
Running production workloads on Amazon EKS demands more than basic health checks. After managing dozens of Kubernetes clusters across various industries, I’ve learned that the difference between a resilient system and a fragile one often comes down to how deeply you can see into your infrastructure. This guide shares the observability patterns and CDK-based automation […]
Read more →Multi-Modal AI: Building Applications with Vision-Language Models (Part 1 of 2)
Introduction: The era of text-only LLMs is ending. Modern vision-language models like GPT-4V, Claude 3, and Gemini can see images, understand diagrams, read documents, and reason about visual content alongside text. This opens entirely new application categories: document understanding, visual Q&A, image-based search, accessibility tools, and creative applications. This guide covers building multi-modal AI applications […]
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