OpenAI’s new funding round is large enough to be read as a verdict on the whole AI market, but the more useful reading is narrower: investors are paying for scale, while OpenAI still has to prove it can turn scale into durable profits before an IPO. The company has now raised $122 billion in total,…
AI data centers are not moving toward 800 VDC simply to swap one power standard for another. The important change is architectural: operators are pairing high-voltage DC distribution with integrated energy storage to cut conversion loss, handle fast GPU-driven load swings, and make very high rack densities easier to build than with legacy AC chains….
ASI-Arch matters because it is not just a better neural architecture search system. It shows a different operating model: an autonomous research loop that proposes ideas, builds them, tests them, and learns from the results at a scale tied to compute rather than to how many human researchers can manually iterate. What changed from traditional…
BitNet B1.58 matters because it is not simply a lighter large language model. Its main change is the 1.58-bit ternary weight scheme, which restricts weights to -1, 0, and +1 and cuts both memory use and inference cost enough to make local CPU deployment realistic on ordinary machines. What changed materially with BitNet B1.58 In…