{"slug":"llm-token-waste-audit-corpus-2026","title":"LLM token-waste audit corpus and public audit statistics, 2026","asOf":"2026-10-26","columns":["case","path","clean_file","expected_findings","found_findings","waste_pct","pass"],"rows":[["py-openai-classifier-uncached","app/triage.py",0,"static-prompt|cascade|repeat-cache","cascade|static-prompt|repeat-cache",70,1],["ts-anthropic-system-no-breakpoint","src/assistant.ts",0,"static-prompt","static-prompt",70,1],["py-loop-per-item","jobs/enrich.py",0,"loop","loop",15,1],["ts-vercel-ai-json-extraction-frontier","lib/extract.ts",0,"cascade","cascade",70,1],["py-gemini-static-prefix-sentiment","svc/sentiment.py",0,"static-prompt|repeat-cache","static-prompt|repeat-cache",12,1],["py-langchain-translate-frontier","pipeline/translate.py",0,"cascade","cascade",70,1],["py-retiring-model","svc/digest.py",0,"lifecycle","lifecycle",0,1],["lib-sdk-wrapper","src/agents/models/openai_chat.py",1,"","",0,1],["ts-anthropic-already-cached","src/cached.ts",1,"","",0,1],["py-already-cheap-model","app/tag.py",1,"","",0,1],["docs-model-names-in-prose","docs/models.md",1,"","",0,1],["py-batched-loop","jobs/batch_enrich.py",1,"","",0,1],["ts-openai-cache-options-set","src/summarize.ts",1,"","",0,1]],"summary":{"cases":13,"precision":1,"recall":1,"f1":1,"clean_false_positive_rate":0,"public_audits":75,"public_audits_median_waste_pct":0,"public_audits_with_findings_pct":45.33},"generated_at":"2026-10-26T20:32:51.705Z","license":"CC-BY-4.0","canonical":"https://tokenzero.sh/reports/llm-token-waste-audit-corpus-2026"}