token-waste

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Structural observation for AI agents. Detects loops and predicts failure at step 10 with AUC=0.814. Validated on 80K real sessions. caum.systems

benchmark machine-learning llama ai-agents claude loop-detection gpt4 ai-monitoring llm agent-observability swe-bench token-waste

Scan your codebase and find out how much money you're wasting feeding bloated API responses to LLMs. npx llm-tax ./src

api cli scanner tokens developer-tools ai-agents cost-optimization llm codebase-analysis token-waste

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