AI Memo

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Figure 2. Three U.S.

Figure 1: Different pressures can lead both generations toward embedded AI use. Related article: Generational Gap

Figure 2: Aggregate adoption can conceal very different barriers and incentives by age. Related article: Generation

Figure 2: Externalized reasoning becomes visible when independent performance or accountability returns.

Figure 1: Where AI productivity gains land determines whether they ever become tax revenue — wage and domestic-profit channels convert relatively quickly, cross-border and capital-gains channels barely convert at all.

Figure 1: AI's growth channel can widen the tax base, while its investment channel can raise the government's own borrowing costs before those gains are realized. Related article:

Figure 1: Routine production can shift to AI while judgment and accountability remain human. Related article: [AI Labor vs.

Figure 1: Scale can move a tool along this line faster than it can move it toward the questioning end. Related article:

Figure 1: A correct answer on a familiar question proves the step was climbed, not that the climb continues on its own. Related article: The Fragile Knowledge of