Geopolitics of AI chips, university DEI battles, and the future of American meritocracy

Export controls must evolve faster than chip makers’ work-arounds.

Nvidia repeatedly redesigned chips (H100 → H800 → H20) to stay just under U.S. performance thresholds; the H20 actually has 20 % more memory bandwidth than the H100, undercutting the original intent.

Why: Memory bandwidth, not raw FLOPS, increasingly determines AI training performance in the reinforcement-learning era.

"Sacks: 'flops isn't the only criteria... memory bandwidth actually matters more'"

Plausible deniability in supply chains is a national-security loophole.

~47 % of Nvidia’s revenue is booked through Singapore, Taiwan, Hong Kong, etc.; shell companies in these jurisdictions act as way-stations for Chinese end-users.

Why: Without end-use auditing, the U.S. cannot verify where compute capacity ultimately resides.

"Chamath: 'It is implausible that if you did one or two layers of work, you would not find that most of this traffic is being used by Chinese organizations'"

Restricting chips slows China short-term but accelerates their long-term self-reliance.

China is already investing $37 B in domestic 3 nm capability and claims to have built its own EUV lithography system.

Why: Necessity forces China to close the technology gap; export bans act as both brake and catalyst.

"Friedberg: 'they're doing it either way... does this slow them down or limit their ability... for some period of time?'"

Federal funding is leverage to enforce civil-rights compliance.

Harvard lost Students for Fair Admissions v. Harvard (2023) for racial discrimination; the administration now threatens to revoke tax-exempt status and freeze $2.2 B in grants unless DEI policies are dismantled.

Why: Bob Jones Univ. v. IRS (1983) precedent: racially discriminatory policies forfeit tax exemption.

"Sacks: 'Harvard wants to have its cake and eat it too... they want federal funding, and you can't have both'"

DEI statements in admissions and hiring function as ideological litmus tests.

Harvard replaced the single long-form essay with five short prompts asking how applicants will 'contribute to diversity,' mirroring faculty DEI statements that weed out non-progressives.

Why: Viewpoint discrimination perpetuates faculty monoculture—>80 % liberal at Harvard—and stifles intellectual diversity.

"Sacks: 'these DEI statements... are used as a way to discriminate against conservatives'"

Meritocracy is a national-security imperative in a 2.5 B-person competitor pool.

China and India run purely meritocratic education-to-workforce pipelines; U.S. institutions’ 20-year experiment with non-merit admissions now cascades into high-school curricula and federal hiring.

Why: Systemic discrimination erodes the talent base needed to maintain technological leadership.

"Chamath: 'the Chinese are so well organized... swimming in a meritocratic soup from the day they're born'"

Administrative bloat starves actual research.

NIH allows Harvard to charge 69 % overhead on grants—$69 to the university for every $100 to the lab—far above the 30 % average.

Why: Universities morph into asset managers that tax science budgets rather than enable them.

"Friedberg: 'the majority of the capital is not being used to educate students... it's used to reinvest to make new capital'"

Massive endowments obviate the need for federal subsidies.

Harvard’s $53.2 B endowment earns ~$4 B annually; critics argue it should pay taxes like any large asset manager.

Why: Tax exemption was intended for educational charity, not perpetual capital accumulation.

"Friedberg: 'what is the original reason for saying that they should be tax-exempt?'"