AGI Strategies
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Speed · market economic

Compute governance

The compute supply chain is a stable chokepoint and state coordination on licensing, export controls, and reporting thresholds can govern capability indirectly.

Mechanism

Control flops via chip export controls, reporting thresholds, fab licensing, and compute accounting.

What this name has meant

vintage drift

The name is stable; the content has shifted. A reader acting on the label without asking which vintage is being meant risks arguing with a position nobody currently holds.

2022

Export controls on frontier chips.

2026

Broadened to reporting requirements, cloud access controls, and domestic audits, tools the original frame did not consider.

If it succeeds: what binds next

The compute chokepoint binds. Frontier capability is governed by whoever controls the flops accounting regime, a new concentration emerges inside the governance.

A strategy that produces a worse next problem than the one it solved has not done durable work.

Falsification signal

The capability-per-flop curve steepens faster than chip export controls tighten.

A strategy held without a falsification signal is not strategy; it is affiliation. Continued support after this signal lands is identity, not bet. See the identity diagnostic.

Self-undermining threshold

overshoot risk

When capability-per-flop scales faster than the flops threshold tightens.

Aggressive compute governance pushes development toward distillation, algorithmic efficiency, and architectures that circumvent thresholds. The governance leverage decays as the metric becomes leaky. The Goodhart case.

Every strategy has a stable region where it reinforces itself and an unstable region where pursuit defeats it. The threshold between them is usually narrower than advocates acknowledge.

Historical analogue

Nuclear · Zangger Committee / Nuclear Suppliers Group

Every strategy inherits a plausible ceiling from its precedent. The analogue conditions the realistic reach.

Produced

Input control regime that bounded proliferation inputs.

Did not produce

Persistent defection, smuggling, and domestic production routes.

People on the record

12

Profiled figures appear first, with their tier in small caps. Each face links to the person and their full quote record. Tag: compute-governance.

  • Catherine Aiken

    CSET researcher; China AI talent and capability

  • Cliff Young

    Cliff Young

    Google; TPU principal engineer

  • David Patterson

    UC Berkeley emeritus; Google AI hardware; 2017 Turing Award

  • Elsa Kania

    CNAS adjunct senior fellow; China AI specialist

  • Jordan Schneider

    ChinaTalk podcast host; Rhodium Group

  • Lennart Heim

    Compute governance researcher at RAND

  • Pat Gelsinger

    Pat Gelsinger

    Former Intel CEO; chip-supply geopolitics

  • Paul Scharre

    Paul Scharre

    CNAS executive VP; 'Army of None', 'Four Battlegrounds' author

  • Saif M. Khan

    Former NSC AI technology director

  • Stephen Witt

    Stephen Witt

    Author of 'The Thinking Machine' (NVIDIA history)

  • Tim Fist

    Institute for Progress AI policy researcher

  • Zachary Arnold

    Georgetown CSET; analytics lead

Coordinates

Primary leverSpeed (Slow)
Acts onmarket economic
Coercionstate coercion
Actor in controlhumans
Time horizonpre transition
Legitimacy sourcestate

Conflicts, grouped by mechanism

3

Frame opposition

incompatible premises

The strategies accept different premises about what AI is or what the binding problem is. They conflict not on lever choice but on the frame that makes lever choice sensible.

Distributed buildersOpen source maximalism

Lever opposition

same lever, opposite pull

The pair's primary lever is the same; they pull it in opposite directions. A portfolio containing both is internally incoherent on that lever.

Acceleration

Complements, grouped by mechanism

5

Same phase, different layer

same stage, distinct levers

Both are active in the same phase of the transition but act on different layers (model vs institution vs culture). They cover different failure modes inside the same window.

Governance firstArms control treatyClosed weights mandateCapability ceilingInternational AI agency

Same-lever twins

4

Both use the same lever in the same direction. Usually redundant inside a portfolio: each dollar or effort unit only buys one lever pull, even if two strategies are named.

Bureaucratic slowdowntwinEnergy choke pointtwinPausetwinSabotagetwin

Axis position

What the strategy acts onMarket / economic
Coercion levelState coercion
Actor in controlHumans as principals
Time horizonPre-transition
Legitimacy sourceState

Source note: Compute governance as strategy.md