Computer use and long-horizon execution could expand delegated office work. A conditional investment framework with 1.5x, 15x and 70x token scenarios, task economics, Korean equity exposures and falsification tests.
Starting from Lablup CEO Jeongkyu Shin's essay, we examine Huginn, Ouro and MoR research to separate parameter efficiency from compute, memory and serving costs.
Under the Korea-US tariff deal's $200 billion strategic investment, the base case for Project No. 1 is a combined-cycle gas plant in Encinal, Texas. But as of September 6 there is no official designation, the United States is asking Korea to raise the project cost from $19.8 billion to $25 billion, and the government's stated goal of finishing within September is a target, not an announcement date. On top of that, the Hormuz deployment review that the presidential office confirmed on September 3 and 4 means the announcement now reads as one package: the deployment decision, summit contact at the UN General Assembly, the Project No. 1 announcement, and semiconductor tariffs. The stocks rose 7% to 51% after the first report on July 28, then gave back 8% to 14% over the week after the August 28 report that the US wants a higher project cost, and that pullback hit only this theme, not the market. Even with Korean capital in the deal, equity returns split 90 to 10 in favor of the United States once principal and interest are recovered, so the stock market alpha sits not in the equity stake but in how gas turbine, heat recovery steam generator, and construction contracts get allocated. Nuclear is unlikely as a standalone No. 1 but is the leading hypothesis when bundled as FEED and long-lead equipment with a first gas tranche, and the real issue is reactor type and control. This piece lays out the verdicts, Watch for BHI and Wait for Doosan Enerbility and Hyundai E&C, along with the events that would change them.