Adoption (ChatGPT as Proxy) = Materially Faster vs. Internet Comparables… Note: Netflix represents streaming business. Source: BOND, ‘AI & Universities’ (2024) via company filings, press Years to Reach 100MM deployment frameworks that accompany it. The productivity upside may be significant, but unevenly distributed. The geopolitical, ethical, and economic implications may evolve gradually, not abruptly. As

snails distributed across a vertical rocky intertidal gradient. Functional Ecology 25:177-185 Bourdeau PE(2011) Constitutive and inducible defensive traits in co-occurring marine snails distributed across

MoE-related communication costs. When expert parallelism is employed, the routed experts will be distributed across multiple devices. For each token, its MoE-related communication frequency is proportional selection of routed experts, we additionally ensure that the target experts of each token will be distributed on at most ? devices. To be specific, for each token, we first select ? devices that have experts

instructions executes workflows in a loop 02 Multi-agent systems, where workflow execution is distributed across multiple coordinated agents Let’s explore each pattern in detail. 13 A practical guide