Engineering notes
How we build production AI — multi-agent systems, RAG, orchestration, and the patterns that actually ship.
9 min read
RAG Systems with Claude: From Documentation to Production
Build production-grade RAG systems using Claude and vector search. A step-by-step guide to document retrieval, embedding, and cost optimization.
RAGVector SearchClaude APIRead post8 min read
Claude Cost Optimization: 10 Strategies to Reduce Your AI Bill
Cut your Claude API costs by 50–90% with proven strategies. Token optimization, caching, batching, and model selection explained.
Cost OptimizationClaude APIProductionRead post8 min read
Claude vs GPT: Which AI Model Should You Choose for Production?
Compare Claude and GPT for production systems — speed, cost, reliability, and real-world performance trade-offs.
Model SelectionClaude vs GPTProductionRead post11 min read
Claude API Integration Patterns: Architecture for Production SaaS
Production-ready patterns for integrating Claude into Rails, Next.js, and Node apps. Error handling, streaming, and cost control.
IntegrationClaude APIArchitectureRead post6 min read
Building Production Multi-Agent Systems with Claude
Learn how to architect production-grade multi-agent systems using the Claude API. Covers orchestration, error handling, and real-world deployment patterns.
Multi-Agent SystemsClaude APIArchitectureRead post