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TechCrunch Analysis: AI Tokens as the Fourth Pillar of Engineering Compensation
A TechCrunch analysis examines whether employer-provided API token credits are becoming a normalized benefit — alongside salary, equity, and health insurance — as AI-heavy engineering workflows make raw model access a productivity multiplier. The piece warns engineers to scrutinize token grants carefully: employer-controlled credits can create dependency, lock you into specific providers, and disappear with a role change. The framing as 'signing bonus' may obscure that tokens are infrastructure cost, not compensation.
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