Nicholas James

• Fresh input3%
• Output0.3%
• Cache read96%
• Cache write0.5%

Most tokens in agentic coding are cache reads — re-sent context — which is why totals run into the hundreds of millions. Raw volume says nothing about skill or output quality. * Some categories weren't reported by at least one source; unknown is not counted as zero.