Generative AI Fundamentals Map
Map/Off-ramps

Failure off-ramps

Events that would cut part of the map off. A box is cut off when a hit box sits upstream of it through hard links and it is not yet built. It is slowed when it is reached only through soft links, or is already built. Counts are computed from the links.

Off-rampTriggerCut offStages cutSlowed
Capex pullbackRevenue lags the buildout and investors cut AI capex.7941 of 5341
Taiwan chip disruptionConflict, blockade or disaster interrupts chip production in Taiwan.8041 of 5347
Power shortfallGrids and generation cannot deliver the electricity datacentres need.7941 of 5340
Capability plateauReturns to both scaling and reinforcement learning flatten before agents become reliable.5526 of 5325
Training data ruled outCourts or lawmakers restrict training on unlicensed work, or order models retrained.86 of 53109
Incident-driven haltA serious failure of an autonomous system leads regulators to suspend a whole category of deployment.11 of 5313
Misuse catastropheA major biological or cyber attack is traced to AI, and governments lock down access to capable models.116 of 5330
Alignment failure in deploymentA deployed system is caught pursuing hidden goals, and labs or governments pause frontier development.65 of 536
Correlated AI trading shockMany firms running similar models sell at once, a crash is amplified, and regulators curb AI trading.11 of 530
Public backlashPublic opinion turns hard enough that politicians restrict deployment, especially where jobs are visibly lost.54 of 5314