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Wednesday, and the billions are pouring in faster than we can count them.

The compute buildout is now so big it is minting new chip winners (AMD), spinning distressed miners into public infrastructure plays (Ionic Digital), and floating fresh mega-debt (Galaxy) — but the biggest number of the day belonged to the usual suspect. OpenAI quietly upsized its compute bill to three-quarters of a trillion dollars and, for the first time, is picking up the shovel itself.

Per a Wall Street Journal scoop, OpenAI has raised its projected compute spending through 2030 to about $750 billion, up from roughly $600 billion earlier this year.

To keep the figures straight: this is projected compute expenditure, not a valuation, and the company also has a $1.15 trillion hardware-and-cloud spend estimate running through 2035. Sam Altman even floated $1.4 trillion as the original target for compute spend, which CFO Sarah Friar promptly walked back to ~$600B after Altman’s starry-eyed claim spooked investors).

OpenAI has stitched together capacity across Microsoft (NASDAQ: MSFT), Oracle (NYSE: ORCL), Amazon (NADAQ: AMZN), and CoreWeave (NASDAQ: CRWV), with Nvidia, AMD, and Broadcom on the silicon side. Its latest round closed with $122B of committed capital at an $852B post-money valuation.

Here's the part we keep circling. Set that spend next to what OpenAI actually books:

The Journal also reported that OpenAI is getting into the development business, working with xAI’s former designer — who led the Colossus build in Memphis — on a new site in Georgia. Dubbed Project Camellia, the $20 billion data center will sit on 1,400 acres of land in Effingham County, Georgia, with 3.2 GW contracted from Georgia Power between 2028 and 2032.

On the livestream, Charlie zeroed in natural gas as the chief molecule powering the new site. Georgia's data-center pipeline has ballooned from ~1.6 GW in 2021 to ~19 GW in 2025, and regulators approved a $15B-plus plan to lift capacity ~50% over six years.

"We have effectively infinite natural gas," as Charlie summed up why natural gas will be the bedrock for the AI boom.

Does the future of inference look evenly distributed, with equally distributed outcomes on revenue regardless of chips, geography, and work tasks? Austin Federa dares to ask the question.

The director of the White House Office of Science and Technology Policy, Michael Kratsios, criticized unauthorized model distillation and challenged claims about Chinese AI systems, including Moonshot AI's Kimi K3, in an X post on Wednesday. Kratsios, who also serves as President Donald Trump's science and technology adviser, said covert industrial-scale distillation aimed at stealing proprietary U.S. technology is unacceptable. The dispute followed Beijing-based Moonshot's release of Kimi K3, a 2.8-trillion-parameter open-weight model, on July 16.

AMD (NASDAQ: AMD) and Anthropic announced a strategic partnership to deploy up to 2 gigawatts of AMD Instinct MI450 Series GPUs in AMD Helios rack-scale systems, with AMD committing a strategic equity investment of up to $5 billion in Anthropic. Deployment of the first gigawatt is set to begin in the first half of 2027. The systems pair AMD Instinct MI455X GPUs with EPYC "Venice" CPUs, Pensando networking and ROCm software, building on Anthropic's existing use of AMD's MI355X GPUs for Claude.

Alphabet (NASDAQ: GOOG, GOOGL) reported second-quarter revenue of $119.8 billion on Wednesday, up 24% year over year, as Google Cloud revenue jumped 82% amid demand for AI infrastructure and enterprise AI products.

Galaxy Digital subsidiary Galaxy Helios Data Centers II plans to offer $3.507 billion of senior secured notes due 2031 in a private transaction, according to an SEC filing dated July 22. Galaxy intends to use the net proceeds to fund part of Helios Phase II in Dickens County, Texas, and build debt-service reserves. The project consists of two buildings with eight data halls, offering 400 MW of utility capacity and 260 MW of critical IT capacity.

Hut 8 Corp. (NASDAQ: HUT) secured a second 352 MW AI data-center lease at its Beacon Point campus, prompting Needham to raise its price target to $145 from $128 while reiterating its Buy rating. The 15-year agreement doubles the undisclosed investment-grade tenant's capacity at the Nueces County, Texas, campus to 704 MW of critical IT load. Needham analyst John Todaro said the leases offer among the strongest colocation economics signed in 2026.

Ionic Digital expects second-quarter revenue in the range of $47.5 million to $48.5 million and puts full-year sales at $190 million to $195 million. The company disclosed the preliminary outlook Tuesday and filed it with the SEC on Wednesday. Digital-infrastructure leasing is projected to account for 90% to 92% of revenue in both periods, as Ionic shifts its business from Bitcoin mining toward data centers supporting AI/HPC workloads.

“Past a certain age, hating data centers can be a bad thing.”