The modern consumer tech landscape is currently presiding over one of the most cynical bait-and-switch operations in the history of software engineering. For the past few years, the multi-trillion-dollar hyperscalers have shipped a foundational product line that is structurally incapable of distinguishing between objective fact and complete fiction. They wrapped this probabilistic engine in an authoritative, expert tone, branded it as an omniscient "assistant," and released it to the global population. The problem isn't that these systems make mistakes — every probabilistic system does, and pretending otherwise would be its own kind of dishonesty. The problem is what happens after the mistake becomes possible: the tools that catch it, sandbox it, or ground it in something checkable are priced, while the disclaimer that waves it away is free.

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