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Jesse D. Jenkins
Macro-energy systems engineering, optimization, and policy. Prof. @EPrinceton (MAE) & @AndlingerCenter. Co-host SHIFT KEY pod. See LinkedIn for more.
I expected this was coming: OpenAI announced they have developed a high performing mini versions of GPT-o4 that will run locally on a laptop or a phone.
This will shift a lot of inference off of data centers & onto our local machines. When the model can’t answer a question locally, it can say “wait just one moment while I confer with the hive mind…” or whatever & go do inference in the cloud.
Big question for those of us in electricity & data center world: how will this impact data center build-out trends, their demand for electricity, and locations they are able/willing to build?
My hypothesis: it puts a dent in demand for inference at centralized data centers, while also increasing the degree of latency that inference data centers can deal with (because low latency frequently needed tasks will be done locally).

Sam Altman6.8. klo 01.03
gpt-oss is out!
we made an open model that performs at the level of o4-mini and runs on a high-end laptop (WTF!!)
(and a smaller one that runs on a phone).
super proud of the team; big triumph of technology.
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Jesse D. Jenkins kirjasi uudelleen
What makes @Google's data center flex announcement today so significant, in my view:
(1) These are the first known contracts between a hyperscaler and US utilities around AI data center flexibility;
(2) This is the first known case of US data center flexibility being incorporated into the utility planning realm, instead of limited to operations;
(3) This is the first time Google is providing data center flexibility via machine learning workloads;
(4) The contracts are definitive and long-term in nature; and
(5) The announcement notes that flexibility applies to “certain hours or times of the year,” indicating a time-limited arrangement.
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Jesse D. Jenkins kirjasi uudelleen
You can’t power a state on fantasy.
Nuclear: 10–15 years out
Coal: No new builds planned, anywhere
Gas: 5–7 year delays
States banning solar & wind are picking losers—and guaranteeing failure.
When gas finds out they're the *only* resource a state will allow, prices skyrocket.
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Jesse D. Jenkins kirjasi uudelleen
Very interesting comments here by developers on gas turbine, transformer lead times + other constraints on new capacity
Consistent theme that gas turbines are almost over discussed and labor + fuel can be huge constraints.
- GE F class gas turbines (~450 MW each) available for 2028/29
- CCGT in 1x1 configuration $2200-2500/kW today. 2x1 configuration more economical but vendors not interested in spending time on that
- Cost by the time you build it 4-5 years from now will be higher by 5% per year (!!)
- For solar & storage projects, transformer is the longest lead-time (345kV 48 months, lower voltage ~30 months)
- Fuel: Lot of attention on turbines but pipelines and storage capacity to handle natural gas scarce as well. For e.g. lot of demand in Georgia but only intermittent gas, pipelines cannot commit to firm deliveries
- Labor shortage: finding an EPC to build a plant is serious constraint on new gas power plant capacity in next decade, heavy reliance on trade skills that are in short supply




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