Context Engineering: Slashing AI Token Waste by 90% via AST Parsing

LLMs often waste significant context windows on repetitive codebase exploration, leading to high costs and inefficiency. By using AST-based tools like codesight to pre-compile structured knowledge bases, developers can provide 'Karpathy-inspired' context that boosts reasoning accuracy while cutting token usage by over 10x.