A team successfully reduced Claude API token consumption by nearly 3x by applying Andrej Karpathy's context engineering best practices.

Applied Karpathy's context engineering principles to optimize Claude code token usage

Achieved a 2.8x reduction in token consumption, significantly lowering API costs

Context engineering focuses on structuring prompts and inputs more efficiently to reduce redundant tokens

The optimization maintains output quality while dramatically improving cost efficiency for Claude-based applications