Imagine aap Aaranya IT BFSI ke ek large-scale Claude deployment pe kaam kar rahe hain — ek multi-tool agent jo ASX-India ke real-time trade reconciliation data fetch karta hai. Ek tool ka downstream API timeout ho jaata hai, aur agent quietly ek empty result return kar deta hai. Claude ko laga sab theek hai, aur usne ek faulty reconciliation summary generate kar di jo compliance team tak pahunch gayi. Yeh lesson precisely isi failure mode ko address karta hai — how tool responses must surface errors explicitly, not silently absorb them.