RAG vs Long Context: Which Approach Fits Your AI App?
Compare retrieval-augmented generation with simply pasting documents into a long context window: cost, accuracy, freshness, citations and when each one fits.
1 min readAIEngineeringEvaluation
Compare retrieval-augmented generation with simply pasting documents into a long context window: cost, accuracy, freshness, citations and when each one fits.
1 min readAIEngineeringEvaluation
Where AI-assisted code review helps (edge cases, tests, consistency) and where humans must decide (design, security, product intent). A practical team workflow.
1 min readAICoding agentsEngineering
How to get dependable JSON from language models: define a schema, validate every response, retry with the error, keep prompts small and handle missing fields.
1 min readAIEngineeringPrompting
Understand token-based AI pricing, why long conversations cost more than they seem, and how to cut spend with caching, smaller models and tighter context.
2 min readAICostEngineering
A pre-launch checklist for AI features: narrow scope, evaluation, fallbacks, privacy, monitoring and honest user communication. Go from demo to production.
2 min readAIEngineeringProduct