in10x//theses
T8 // power//2026-08-04

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 6 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 nuclear-plus-AI demo deals, a planned $100 billion hyperscale-plus-gas project, and PJM's backstop auctions plus data-center power-cut plans keep both new contracts and grid scarcity loud, while the basket's 30-day average versus utilities flipped positive to +5.7%.

→ watch tomorrow: Whether FERC approves PJM's backstop capacity auction and how high those prices actually clear.

// 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 mechanism bet with 63.8% revenue growth and nuclear fleets that directly supply the new multi-GW deals, at a 21 forward P/E and 34% below its high; VST's cheaper 15 P/E and solid 43% growth are real but less nuclear-heavy, while GEV's 40 P/E and -6.5% relative drag make it the weakest expression today.

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

$CEG Constellation Energy reports 2026-08-06 PENDING

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
$VST Vistra reports 2026-08-07 PENDING

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

// 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 $52.6B +43.4% 38.6% 15× -0.8% -29.1% Aug 07
CEGConstellation Energy $97.7B +63.8% 23.3% 21× -15.0% -33.7% Aug 06
GEVGE Vernova $268.1B +21.9% 20.6% 40× +38.0% -15.8% 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%+13%-30%05-0408-03
VST -2.9% CEG -14.6% GEV -6.2% XLU -3.7%

// the prices · last close 2026-08-04

ticker close 1d 30d vs XLU 30d
VSTVistra 155.94 +5.2% +3.2% +6.3%
CEGConstellation Energy 273.69 +4.2% +14.4% +17.4%
GEVGE Vernova 1,007.23 +1.7% -9.5% -6.5%

// 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

2026-07-242026-08-04

// the tape · this bet, day by day

08-04 Fresh nuclear-plus-AI demo deals, a planned $100 billion hyperscale-plus-gas project, and PJM's backstop auctions plus data-center power-cut plans keep both new contracts and grid scarcity loud, while the basket's 30-day average versus utilities flipped positive to +5.7%.
08-03 Fresh nuclear-plus-AI demo deals, a $100 billion hyperscale-plus-gas project, and PJM emergency auctions plus forced data-center curtailment plans keep both deal flow and grid scarcity loudly intact, while the basket's 30-day average versus utilities only improved to a still-slightly-negative -0.7%.
07-31 Hyperscaler nuclear PPAs, federal land-to-data-center conversions, and PJM emergency capacity auction/curtailment plans keep deal-flow and scarcity at +2, while basket 30d avg vs XLU improved only to -4.0% and stays negative.
07-30 Hyperscaler nuclear PPAs and federal land-to-data-center conversions plus PJM emergency capacity auction/curtailment plans keep deal-flow and scarcity at +2, while basket 30d avg vs XLU weakened further to -7.9%.
07-29 Multi-GW nuclear PPAs (~10 GW across hyperscalers) and PJM emergency capacity auction/curtailment plans keep deal-flow and scarcity at +2, while basket 30d avg vs XLU stays weak at -4.3%.
07-28 Fresh multi-GW nuclear PPAs (~10 GW across MSFT/GOOG/AMZN/META) and PJM emergency AI auction plus PG&E 12.7 GW pipeline keep deal-flow and scarcity scores at +2, while basket 30d avg vs XLU worsened to -4.3%.
07-27 Hyperscaler nuclear bets and PJM data-center auction costs of $6.3B plus 12.7 GW PG&E pipeline reinforce deal flow and scarcity, while basket 30d avg still trails XLU by 0.6%.

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