In-depth AI & ML articles by Senior Java Developer Pavan Rangani — practical, production-grade tutorials and engineering deep-dives. 49 articles in this category.
August 18, 2026
The moment you want to use an LLM inside a program rather than a chat window, you need its output as structured data – and “please respond in JSON” plus hope is how you get 3am parse error… Read more
August 18, 2026
The first LLM bill is a shock, and the instinct — switch to a cheaper model — is usually the wrong lever. Where the money actually goes: the asymmetry between input and output pricing, the context you… Read more
August 18, 2026
You cannot ship an LLM feature without measuring output quality, and hand-grading does not scale. Using an LLM as a judge works — if you know about position bias, self-preference, and the scores that … Read more
July 23, 2026
The model is not hallucinating — it is answering faithfully from bad context. Diagnose retrieval failures in order: is the passage in the index at all, does it rank, and is the embedding model actuall… Read more
July 17, 2026
vLLM serves open-weight LLMs at high throughput using PagedAttention and continuous batching. Learn GPU memory tuning, tensor parallelism, prefix caching, the latency-throughput trade-off, and when se… Read more
June 12, 2026
A technical guide to building, securing, and deploying Model Context Protocol servers that connect large language models to your enterprise tools and data.… Read more
May 8, 2026
A production setup guide for LLM observability covering tracing, evaluations, cost attribution, and the trade-offs between Langfuse and Helicone.… Read more
May 8, 2026
Production patterns for Claude 4.7 with 1M token context: prompt caching, cost math, document analysis pipelines, and when to choose long context over RAG.… Read more
April 7, 2026
Production guide to fine-tuning LLMs with LoRA and QLoRA. Covers dataset curation, training configuration, evaluation metrics, and efficient deployment strategies.… Read more
April 6, 2026
Deep dive into advanced RAG chunking strategies that improve retrieval accuracy. Covers semantic chunking, agentic RAG, graph-based retrieval, and hybrid approaches.… Read more
March 26, 2026
Complete guide to Claude API tool use — function calling, structured outputs, multi-turn conversations, error handling, and production patterns.… Read more
March 26, 2026
In-depth comparison of embedding models from OpenAI, Cohere, and BGE with benchmarks on retrieval quality, latency, cost, and deployment strategies for production search.… Read more
March 26, 2026
Master prompt caching and optimization techniques for LLM applications to slash API costs, reduce latency, and improve throughput in production deployments.… Read more
March 25, 2026
Guide to implementing AI-powered code review in your development workflow with tool comparisons, CI integration patterns, and strategies for measuring review quality.… Read more
March 23, 2026
Complete guide to deploying multimodal AI vision-language models in production including image analysis, document processing, and video understanding at scale.… Read more
March 22, 2026
Complete guide to building agentic AI workflows with CrewAI including multi-agent orchestration, role-based task delegation, and production deployment patterns.… Read more
March 21, 2026
Complete guide to evaluating RAG pipeline quality using RAGAS and TruLens frameworks, covering faithfulness, relevance, and automated quality metrics.… Read more
March 20, 2026
Practical guide to fine-tuning small language models for enterprise applications with LoRA, QLoRA, data preparation, evaluation, and production deployment strategies.… Read more
March 16, 2026
Complete guide to Model Context Protocol — build MCP servers, manage resources, expose tools to AI models, and deploy production-ready integrations.… Read more
March 10, 2026
Comprehensive guide to building production AI agents with LangChain and LangGraph covering agent architectures, tool integration, memory systems, and deployment strategies.… Read more
March 9, 2026
Design and implement production-grade memory systems for AI agents including short-term context, long-term knowledge, and episodic recall patterns.… Read more
March 9, 2026
Design and build production multi-agent AI systems using LangGraph with orchestration patterns, shared state, and tool use capabilities.… Read more
March 9, 2026
Comprehensive comparison of AI development tools in 2026: Claude Code, Cursor, Windsurf, and GitHub Copilot with features, pricing, and recommendations.… Read more
March 9, 2026
Decision framework for choosing between RAG, fine-tuning, and prompt engineering based on cost, quality, latency, and data requirements.… Read more
March 9, 2026
Complete guide to building AI agents with tool use including function calling patterns, ReAct execution loops, and production safety guardrails.… Read more
March 8, 2026
Deploy optimized AI models at the edge for real-time inference with model quantization, pruning, and hardware-specific optimization techniques.… Read more
March 7, 2026
Master advanced prompt engineering techniques for building reliable LLM applications with chain-of-thought reasoning and structured outputs.… Read more
March 6, 2026
Build and train custom LLM agents using fine-tuning, RLHF, and domain-specific datasets for specialized autonomous AI applications.… Read more
March 6, 2026
Build your own AI agent from scratch with tool use, memory management, and autonomous planning using Python and modern LLM APIs.… Read more
March 6, 2026
Design and build AI agents that autonomously plan, reason, and execute complex tasks using LLM-powered tool use and multi-agent coordination.… Read more
March 5, 2026
Explore Mixture of Experts architecture for building efficient LLMs that activate only relevant expert networks per token for reduced compute costs.… Read more
March 4, 2026
Measure and improve RAG pipeline quality with faithfulness scoring, retrieval relevance metrics, and end-to-end evaluation frameworks.… Read more
March 3, 2026
Detailed analysis of the Claude AI service outage on March 2-3, 2026 covering authentication failures, API disruptions, and lessons for AI infrastructure reliability.… Read more
March 3, 2026
Understand and mitigate AI code quality issues including logic errors, security vulnerabilities, and maintainability problems in AI-generated code.… Read more
March 3, 2026
Build on-device AI applications with Apple MLX framework using unified memory architecture, model quantization, and optimized inference on Apple Silicon.… Read more
March 2, 2026
Deploy computer vision models to edge devices with ONNX Runtime, TensorRT optimization, model pruning, and hardware-accelerated inference pipelines.… Read more
March 1, 2026
Deploy AI models efficiently with INT8/INT4 quantization techniques including GPTQ, AWQ, and GGUF formats for production inference optimization.… Read more
February 28, 2026
Build production-ready LangChain agents with ReAct patterns, tool integration, error handling, and memory for reliable AI applications.… Read more
February 26, 2026
Deploy small language models on edge devices. Learn quantization, distillation, and optimization techniques for running AI without cloud dependencies.… Read more
February 25, 2026
Explore how AI agents are transforming industries globally in 2026, from autonomous coding to healthcare diagnostics and financial analysis.… Read more
February 23, 2026
In-depth comparison of Claude, GitHub Copilot, Gemini, ChatGPT, and Perplexity for software development — features, pricing, and real-world benchmarks.… Read more
February 23, 2026
Practical guide to using AI tools like Claude, Copilot, and ChatGPT to accelerate every phase of software development from planning to deployment.… Read more
February 21, 2026
Retrieval Augmented Generation patterns — chunking strategies, hybrid search, reranking, and evaluation frameworks.… Read more
February 18, 2026
When to fine-tune vs prompt engineer, dataset preparation, LoRA training, and deployment with vLLM.… Read more
February 15, 2026
Design patterns for AI agents that use tools — function calling, chain-of-thought, error recovery, and safety guardrails.… Read more
February 12, 2026
Build a complete MLOps pipeline with MLflow, DVC, and Kubernetes — version data, train models, serve predictions.… Read more
February 9, 2026
Build applications that process images, text, and audio together — using GPT-4o, Gemini, and Claude vision APIs.… Read more
January 10, 2025
From code generation to architectural decisions — exploring how AI tools are changing the way we write, review, and ship code.… Read more
December 28, 2024
Practical guide to integrating AI into your code review and testing pipeline — tools, workflows, and real-world results.… Read more