in10x//theses
T8 // power//2026-08-13

Power Is the Next Bottleneck

The AI buildout's binding constraint is shifting from chips to electricity. Datacenters are signing decade-long power deals faster than anyone can build generation; firms that own or equip gigawatts capture pricing power for years

today's evidence: strongly supports DOUBLE DOWN REVIEW 13 days running with the evidence behind it

the chip is what today's evidence says: green means the world moved the way this bet needs, red means it moved against it. it reads the day, not the money. the receipts quietly keep track of that.

today's readFresh multi-gigawatt tie-ups kept landing, including Amazon’s huge Texas gas plant plan and Energy Vault’s 1.25 GW hyperscaler build, while Texas froze a massive data-center grid queue and Caterpillar’s generator sales jumped, so electricity still looks like the choke point.

→ watch tomorrow: Whether Texas reopens its data-center hookup process without long delays, and if any new multi-gigawatt power contracts price at a clear premium.

// the deal, written down first

a bet is only honest if it can lose. these two lines went down before the money did and are never edited: the first is what makes me admit the idea is wrong, the second is what makes me lean in harder.

KILL IF

AI power demand disappoints — hyperscaler capex cuts flow through to cancelled PPAs and shrinking interconnect queues, and the basket underperforms XLU for 2 consecutive quarters

DOUBLE DOWN IF

Scarcity escalates — new multi-GW PPAs at premium prices, capacity auctions clear at records, and the basket outperforms XLU while AI capex holds

// connected bets · where this one links to the rest

// the pick · the best way to own this idea today

$CEG Constellation Energy

the US nuclear fleet — the 24/7 carbon-free power hyperscalers sign decade-long PPAs for

CEG remains the cleanest owner of existing large-scale power that data centers need now, with +23% revenue growth and a +12.7% 30-day edge vs utilities, versus VST’s shrinking revenue and GEV’s richer 42 forward P/E equipment multiple; nothing today made either rival clearly better on mechanism, so the 12-day track record stays open.

what got picked, and when, is logged on its own on the receipts page, the misses alongside the hits.

one stock, re-picked every weekday from the data below · not investment advice

// earnings watch · what each report has to show for the bet to hold

$VST Vistra reported 2026-08-07 SUPPORTS THESIS

Vistra posted a 31% jump in adjusted EBITDA to a record $1.767B, reaffirmed its 2026 outlook, and explicitly highlighted a new AI energy deal, directly matching the expectation of datacenter/hyperscaler offtake and tight power demand. Although GAAP EPS missed and revenue dipped amid unrealized hedge losses, the commercial AI tie-in and EBITDA strength affirm the scarcity/pricing-power mechanism rather than any slowdown or PPA erosion. Coverage is somewhat thin on realized $/MWh and specific ERCOT spreads, but the print still corroborates the thesis bottleneck.

what we said to watch for

To support the thesis that AI is bidding up scarce generation, VST must show rising realized power prices and/or new multi-year offtake tied to datacenter demand (especially ERCOT/gas-nuclear fleet), with management affirming tight capacity and no material PPA cancellations. A miss on commercial pricing, flat/declining forward hedges, or commentary that hyperscaler demand is slowing and interconnect/PPA pipelines are shrinking would undercut the scarcity mechanism and align with kill criteria.

ERCOT and merchant spark/dark spreads or realized $/MWh vs prior quarterNew or expanded datacenter/hyperscaler PPAs (MW, tenor, pricing tone)Nuclear and gas fleet availability/outage commentary and capacity factors2026–2027 power price/hedge guidance and any scarcity or capacity-auction languageCapex or development updates on incremental GW that could ease vs tighten the bottleneck
$CEG Constellation Energy reported 2026-08-06 SUPPORTS THESIS

CEG beat EPS, raised full-year adjusted EPS guidance (to roughly $11.50–$12.50 / ~$12), cited strong nuclear performance, and announced 920 MW of new clean power deals. That directly matches the pre-stated need for incremental multi-year clean/hyperscaler-linked PPAs, solid nuclear output/availability, and constructive contracted-power guidance rather than merchant weakness, reinforcing the thesis that owners of scarce firm power capture AI-driven pricing power.

what we said to watch for

To support the thesis that nuclear is capturing AI-driven power scarcity, CEG must show new or expanded multi-year hyperscaler PPAs at premium prices, stable-to-rising nuclear fleet output/availability, and constructive guidance on contracted power margins rather than merchant weakness. A kill signal would be absence of incremental AI/data-center deals, PPA cancellations or push-outs, softer capacity/pricing commentary, or guidance that implies power demand is not tightening versus the prior quarter.

New hyperscaler/data-center PPA announcements (MW, tenor, pricing vs prior deals)Nuclear generation volumes and capacity factor / outage commentaryContracted vs merchant power margin and realized price trendsInterconnect/queue or re-licensing updates tied to incremental GWFY guidance language on AI power demand and capex for uprates/life extensions

// the companies · why these, and what their numbers say

VSTmerchant power heavyweight — owns the generation AI datacenters are bidding up; gas + nuclear + Texas exposure
CEGthe US nuclear fleet — the 24/7 carbon-free power hyperscalers sign decade-long PPAs for
GEVsells the turbines and grid gear every new gigawatt needs — the arms dealer of the power buildout
company mkt cap rev growth gross margin fwd p/e fcf margin vs 52w high earnings
VSTVistra $49.2B -5.5% 38.3% 14× +0.2% -33.3%
CEGConstellation Energy $98.7B +23.0% 22.1% 21× -21.2% -32.5%
GEVGE Vernova $277.0B +21.9% 20.6% 42× +38.0% -13.0% Oct 28

in plain words: mkt cap what the whole company costs to buy · rev growth how much faster sales are running than a year ago · gross margin what is left of each sale before running the business · fwd p/e how many years of expected profit you pay for one share, and (t) means last year's profit where nobody forecasts next year's · fcf margin the slice of sales that ends up as spare cash · vs 52w high how far below its best price of the last year the share sits. these numbers refresh daily from Yahoo Finance.

// the last 90 days · these names against the market they trade in

0%+22%-22%05-1308-12
VST +3.0% CEG +1.5% GEV -2.1% XLU -1.2%

// the prices · last close 2026-08-13

ticker close 1d 30d vs XLU 30d
VSTVistra 146.68 +1.2% -7.4% -3.4%
CEGConstellation Energy 278.68 +0.1% +8.7% +12.7%
GEVGE Vernova 1,039.90 +2.8% -2.4% +1.6%

// the daily evidence · every signal scored from −2 to +2

a signal is one thing this bet depends on. the AI scores each one every weekday, from −2 (strongly against the bet) to +2 (strongly for it). what the world did counts triple, because a share price can move for any reason at all.

datacenter_power_deals what the world did · counts 3× 2

hyperscaler/datacenter power contracts — PPAs, nuclear deals, behind-the-meter agreements, gigawatt announcements

capacity_scarcity what the world did · counts 3× 2

evidence the grid is the constraint — capacity auction prices, interconnection queues, turbine backlogs, restart timelines

price_momentum what the price did · counts 1× 1

30d relative performance vs XLU

strongly supports · supports · neutral · against · strongly against · one square per weekday

2026-07-272026-08-13

// the tape · this bet, day by day

08-13 Fresh multi-gigawatt tie-ups kept landing, including Amazon’s huge Texas gas plant plan and Energy Vault’s 1.25 GW hyperscaler build, while Texas froze a massive data-center grid queue and Caterpillar’s generator sales jumped, so electricity still looks like the choke point.
08-12 New multi-gigawatt power tie-ups kept landing, including Energy Vault’s 1.25 GW hyperscaler build and NRG near 1.2 GW, while Texas’s data-center hookup pause and Caterpillar’s 72 percent jump in generator sales show electricity, not chips, is still the choke point.
08-11 Fresh multi-gigawatt power tie-ups kept landing, including Amazon's huge Texas gas plant and NRG near a 1.2 GW hyperscaler deal, while Texas hit pause on a 474 GW hookup backlog and a joint venture locked 5 GW of turbines—clear signs electricity, not chips, is the choke point.
08-10 Fresh multi-gigawatt hyperscaler power deals kept landing, including a 1.25 GW Energy Vault pact, an NRG near-1.2 GW tie-up, and Amazon's 7.65 GW Texas gas plant, while Texas paused new data-center hookups on a 474 GW backlog and PJM moved to cover a data-center-driven capacity shortfall.
08-07 Texas paused new data-center grid hookups on a 474 GW backlog and NRG and Energy Vault each advanced roughly 1.2 GW hyperscaler power deals, while a federal order gave grids 60 days to speed AI hookups, so the power-scarcity story stayed firmly intact.
08-06 Texas paused new data-center grid hookups on a huge interconnection backlog and PJM moved a backup capacity auction for a shortfall tied to data-center demand, while Morgan Stanley lifted its cloud-spending forecast and FERC ordered faster AI power connections, so the scarcity-and-deals story stayed
08-05 Texas paused new data-center grid connections and PJM filed a backup capacity auction for a shortfall tied to surging demand, while fresh nuclear-plus-AI demo plans and higher cloud-spending forecasts kept the power-deal story loud even as the group slipped slightly versus utilities.

// the headlines · the last 7 days the machine read for this bet