Pretraining fundamentally does not make sense anymore for anyone other than frontier labs. Although there are a lot of people at enterprises & startups who have "Pretrainitis" to show “impact” and get promotions, fundamentally, it doesn’t make sense.
There is probably higher ROI
SemiAnalysis
2,446 posts
- GPU Racks hitting 400kW? Legacy data centers wont be able to handle it and the grid WILL get throttled. Radiant's 12 month, dirt to AI production, was made possible by bypassing the grid. Head of Infrastructure, Patrick Wohlschlegel tells @JordanNanos
- Intel Should Raise Capital Intel's woes are behind them. The heavy spending is ahead of them. Why an equity issuance in a hot equity market could make Intel so much better sooner.
- SLOP ALERT: Claude Code UI is complete slop. In the in-app file tree, when u click on a .png, it opens it as a base64-encoded file instead of rendering the image. We’d rather Anthropic not release the desktop app than release an L desktop App. Tons of bugs.
- Replying to @SemiAnalysis_Obviously this is way worse than API overall. However, explicitly nerfing subscriptions leads to huge public backlash, and the rapidly falling cost of intelligence means you'll be able to profitably serve Opus 4.8 level models for $20/month in the near future. We therefore think
- Replying to @SemiAnalysis_The margin on a subscription plan is a function of the average utilization. If we assume both companies have 75% API gross margins, this results in the following subscription margins. (3/4)
- Replying to @SemiAnalysis_Recently, we purchased one of each Anthropic/OpenAI subscription plan and randomly ran long horizon coding tasks until we exhausted the weekly limit. It's widely believed that a $200/month plan maxes out at ~$2000/month worth of tokens (assuming API pricing). However, we found
- What's the better business model for an AI lab, subscription or API? (1/4)🧵
- DeepSeek is going heavy-asset. On June 9, the company posted an opening for IDC planning engineers, a role explicitly scoped to the design and delivery of MW-to-GW scale infrastructure. It follows April's hiring of data center O&M engineers in Ulanqab, Inner Mongolia. Taken
- Replying to @SemiAnalysis_Full breakdown with Jordan Nanos (@JordanNanos), Jeremie Eliahou Ontiveros (@JeremieEO), Joey Brookhart (@SaasquatchC), and Crystal Huang (@egg1459) on SemiAnalysis Weekly:
- AI market beat 2025 expectations by massive margins. But here's what's wild about the composition of this beat.
00:00 - HISTORY LESSON: In 1968 the US, USSR, UK, France, and China signed the Nuclear Non-Proliferation Treaty, declaring nuclear weapons too dangerous for any more countries to build. All five already had them. Everyone else had to submit to inspections while the cohort pinky-promised
- Replying to @SemiAnalysis_And every next-gen win in inference is a datacenter win. CPO, copper backplanes, NVL scale-up domains, better pJ/bit, better perf/watt — none of that ships in a laptop chassis. The steel mill gets cheaper per ton every year. The village furnace can only get so hot! (4/4)










