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Amazon's AI Token Usage Metrics Create Perverse Incentives

May 13, 2026
Amazon employees are artificially inflating token usage in its internal MeshClaw AI agent tool to game adoption leaderboards, revealing a systemic measurement failure where quantity metrics substitute for productivity outcomes. This is a cautionary case study for ML teams deploying internal AI tools with competitive usage-based KPIs.