LLM Guides & Resources
Production LLM engineering: cost optimization, fallback routing, inference deployment, hallucination control, and more — take your LLM app from demo to production.
LLM Guides & Resources
Production LLM engineering: cost optimization, fallback routing, inference deployment, hallucination control, and more — take your LLM app from demo to production.
24 tutorials · 0 MCP servers · 0 agents
Related tutorials
Top 10 AI Skills In Demand for 2026 and 2027
Based on analysis of 50000 job postings - skills that command the highest salaries
IntermediateGemini 2.5 Pro (2026-01): What's New and How to Use It
Complete guide to the latest Gemini 2.5 Pro capabilities: 2M context, native tool use, deep think mode
AdvancedClaude Thinking vs OpenAI o3 vs Gemini 2.5 Pro: Reasoning AI 2026
Extended thinking models compared: when to use reasoning AI and which one wins
IntermediateOpenAI API vs Anthropic API vs Gemini API: Developer Comparison 2026
Compare LLM APIs for developers: pricing, rate limits, SDKs, and production patterns
AdvancedLlamaIndex Tutorial 2026: Build Production RAG Applications
Connect LLMs to your documents with LlamaIndex ingestion pipelines and query engines
IntermediateClaude Opus 4 API Tutorial 2026: Advanced Reasoning and Long Context
Build sophisticated AI applications using Claude Opus 4 for complex reasoning tasks
BeginnerPerplexity AI API Guide 2026: Real-Time Web Search for AI Apps
Build AI apps with current web knowledge using Perplexity search API
IntermediateLangChain vs LlamaIndex 2026: Which Framework Should You Use for RAG?
An honest technical comparison of LangChain and LlamaIndex for building RAG applications, with benchmarks, use cases, and migration guide
IntermediateDify Workflow Platform: Tutorial and Best Practices
Build production AI with Dify — open-source LLM workflow platform
IntermediatevLLM High-Throughput Serving: Tutorial and Best Practices
Build production AI with vLLM — PagedAttention for GPU inference
IntermediateMetacognitive Prompting: Complete Guide with Examples 2026
Master Metacognitive Prompting for better AI outputs
AdvancedHugging Face SFT Trainer: Hands-On Tutorial
Supervised fine-tuning with Hugging Face TRL SFTTrainer — step-by-step implementation guide
IntermediateLLM API Cost Control in Practice: 12 Ways to Cut Your AI Bill from $500 to $80
A Complete Guide to Production LLM Cost Optimization, Each Tip Backed by Real Data
AdvancedLLM Fine-Tuning for Production: LoRA, QLoRA & RLHF in 2025
Adapt foundation models to your domain efficiently with parameter-efficient fine-tuning techniques
IntermediateLLM Fallback Strategy: When Models Go Down, Can Your App Survive?
Production-grade LLM applications need a Plan B—graceful degradation under timeouts, rate limits, and outages.
IntermediateLangSmith for LLM Evaluation: Building Systematic Feedback Loops
Trace collection, evaluation datasets, A/B testing, and regression detection
AdvancedRLHF vs DPO: Training LLMs from Human Feedback - Technical Guide 2025
Reinforcement Learning from Human Feedback, Direct Preference Optimization, and alternatives
AdvancedLLM Inference Optimization: vLLM, TensorRT-LLM, and Serving at Scale
PagedAttention, continuous batching, quantization, and production serving strategies
BeginnerOllama vs vLLM: Which is Better for local LLM deployment? (2026)
Detailed comparison of Ollama and vLLM for local LLM deployment
IntermediateTongyi Qianwen API Developer Guide 2026: The Most Cost-Effective Domestic LLM Integration Solution
From API Integration to Production Deployment: A Full-Stack Qwen Development Tutorial
AdvancedReducing LLM Hallucinations: Practical Techniques for Production Applications
Engineering solutions to the most persistent reliability problem in deployed AI systems
BeginnerLiteLLM Complete Tutorial 2026: How to use one API for 100+ LLM providers
Step-by-step guide to using LiteLLM for AI-powered api workflows
AdvancedLLM Application Architecture Patterns: From Simple to Complex Systems
Simple chains, RAG, agents, and multi-agent patterns with decision frameworks
AdvancedDeploy Llama 3.1 70B on vLLM Production Serving — High-throughput serving
Complete setup guide for running Llama 3.1 70B locally on vLLM Production Serving for high-throughput serving