A scenario for declining scarcity

Caterpillar reported a $78 billion backlog, nearly double a year earlier, with power-generation sales up 30% on data-center demand.

Drax announced a Brookfield/Radiant partnership for a 1 GW-plus UK data-center campus reusing its existing power-plant grid connections, starting with 100 MW in early 2028.

Xcel unveiled a $70B five-year plan adding 9.2 GW of renewables, 2.3 GW of storage, 3.3 GW of gas and 2,400 transmission miles; about $7B serves contracted data centers.

AEP raised its capital plan to $100 billion including $20 billion for gas as GE Vernova agreed to buy Trench for $9 billion and gas turbine prices approached $2,500/kW.

Ember estimated only about 3% of data-center capacity will be able to flexibly shift power demand by 2030.

Onsite gas turbines cracked at UK projects and xAI's Memphis campus; a Vantage Virginia plant failure required nearly 24 hours of diesel backup as the onsite gas pipeline reached 110 GW.

CenterPoint increased its ten-year capital plan by $4B to $70.7B, forecasting 14 GW of new Houston-area demand by 2030.

Anthropic's S-1 named on-site gas turbines as a disclosed risk, warning rising demand could raise natural gas prices and regulators could impose standby charges on affected ratepayers.

DCD counted roughly 500 proposed US data-center moratoriums and 340 authorized; Arbol launched insurance paying developers when government action suspends construction beyond a waiting period.

An ABC/Post/Ipsos poll found about two-thirds of Americans oppose new data centers, rising to 72% for facilities in their own communities.

Texas disabled automated construction-permit filing and suspended 17 data-center stormwater permits after watchdogs documented more than two dozen approvals following the governor's September pause.

Houston Advanced Research Center modeling projects Texas power-sector fine particle pollution more than tripling if planned data-center projects connect under the expected grid mix.

Cumberland County approved Dominion's 3,000 MW gas plant 3 to 1, targeting construction in 2029; state air and utility-commission approvals remain outstanding.

Jemena suspended grid connection works for NextDC's Melbourne data center campus amid community opposition, deferring power delivery to 2028 and cutting A$3 billion from the company's market valuation.

Conservation group Center for Western Priorities identified at least 17 data-center campuses and 13 related infrastructure projects proposed across federal land in six Western states, covering over 40,000 acres.

Microsoft dropped its agreement to anchor Nscale's Essex, UK data center site after grid officials said power would not be available until the 2030s.

SemiAnalysis counted over 24GW of data centers in advanced construction for 2027 delivery against nearly $1 trillion in binding leases.

Google and Constellation signed deals funding 890 MW of nuclear uprates at 11 reactors plus a separate 2.7 GW PJM supply agreement; DOE offered Vistra a $4.2B loan for 433 MW more uprates, as planned data-center power demand scaled.

A three-way US, Russia, and China diesel export squeeze pushed US diesel above $6 a gallon as a finalized US fuel-economy rollback, priced by DOE figures at about 76 cents a gallon in added costs, took effect.

Bain estimated AI would need about $6 trillion in annual revenue by 2031 to justify projected data-center spending, including $4.2 trillion from products that do not yet exist; OpenAI halved its revenue projections.

The NRC proposed a 339-page nuclear rule rewrite to speed reactor construction as data-center projects hit labor, equipment and consent bottlenecks nationwide.

Rising Treasury yields and equipment/labor shortages are straining AI infrastructure financing, with Goldman Sachs projecting only 50 to 60% of scheduled US data-center capacity arriving on time.

Oracle invoked force majeure on its 2.45 GW New Mexico Stargate campus after pipeline permit denials; a UK supercomputer faces a 90 MW grid delay, and New Jersey fined DataOne $1.1 million over generator violations.

Texas froze new environmental permits for data centers pending an audit of more than 474 GW in grid requests, roughly 90% from data centers.

Pew found 54% of Americans call data centers environmentally harmful, up from 39% in January, while 50% cite higher home-energy costs and $68 billion in projects stalled during Q2.

China's Inner Mongolian data-center expansion pairs cheap land and wind and solar with residual coal use, water strain, and village relocation as Huawei, ByteDance, and DeepSeek add campuses.

The Energy Department closed a $1.9 billion loan to restart Iowa's shuttered Duane Arnold reactor, the third US reactor revived for AI compute demand, as Google signed its first nuclear power deal.

A UK analysis found planned data centers will directly create about 10,400 jobs versus the industry's 40,000-plus projection, as Ohio bakes near-tripling demand forecasts into ratepayer bills.

China's installed solar capacity reached 1.286 TW, passing coal's 1.285 TW for the first time; solar exceeds 30% of capacity but supplied about 13% of January through July electricity consumption.

Global Energy Monitor counted 189 GW of gas capacity now planned or proposed to power US data centers, much of it built on-site to bypass grid interconnection queues.

A new arXiv study found Reflect Orbital's planned constellation of up to 50,000 sunlight-reflecting satellites would scatter light tens of kilometers beyond intended targets.

NERC's CEO said the grid needs roughly 200 GW of new capacity within five to seven years for AI demand, while ERCOT warned West Texas could face rolling blackouts within five years absent a $33B transmission buildout.

A SemiAnalysis reconstruction of PJM's reserve-requirement model estimated modeling errors overcharged 66 million ratepayers roughly $12 billion between 2025-2027, with existing already-paid-off plants earning outsized capacity payments.

Microsoft has installed roughly 2.2 million AI chips, less than half the 6.4 million implied by its claimed 10-gigawatt AI buildout.

A new forecast warned hyperscaler gas demand could triple natural-gas prices past $10/MMBtu even as FERC approved new gas-plant deals, including TransAlta and PowerTransitions, to power data centers.

Georgia Power voluntarily delayed the 25-year service agreement for OpenAI's approximately $20B, 3.2 GW Georgia data center after regulators signaled objection to a fully-redacted contract lacking ratepayer protections.

PJM began drafting binding ride-through rules after 3.8 GW of data-center load disconnected during an ordinary fault, as ERCOT projected 120 GW peak demand by 2030 and Fort Worth imposed a moratorium.

SK Hynix committed roughly $720B to a memory-fab network while holding 58% of HBM, CXMT became China's most valuable company, and enterprise SSDs reached 48% of NAND shipments from 26% a year earlier.

Anthropic committed $9.1B over 20 years for 191 MW at Riot's Texas campus, agreed to absorb consumer price increases from a Macquarie/GIC venture, and OpenAI began hiring power traders.

A 64-scenario full-power-sector study found AI-enabled fossil productivity adds 0.47-1.8 GtCO2 annually, at least triple data-center emissions, and outweighs avoided renewable emissions unless clean energy deployment accelerates.

Amazon's planned Pecos County, Texas data center would run off-grid on ~35 gas turbines (7.65GW) permitted to emit up to 33 million tons of CO2/year, more than any operating US coal plant.

A federal court ended the Pentagon's onshore-wind review freeze covering 155 projects in 21 states, while RWE accepted $1.22B to abandon offshore leases.

Wisconsin restarted approval of a $1.4B data-center transmission line, Virginia shifted hundreds of millions in substation costs directly onto data centers, and Texas audits threaten 49.8GW of proposed load.

BloombergNEF projects data centers will consume 20% of US electricity by 2035, while another study projects 133% growth by 2030 and PJM's monitor attributes $6.3B in capacity costs to them.

Elon Musk bought a $1B, 1-GW gas-turbine fleet to power xAI's Grok. US utilities filed $9.2 billion in Q2 rate-hike requests, up 26 percent year over year, with residential rates climbing 7.3 percent to 18.8 cents per kilowatt-hour.

Belden Brick in Ohio saw its monthly power bill climb from roughly $1,600 to $12,000. Metallus reported electricity costs up about 70 percent since 2024, an added $15 million a year. PJM's capacity price ran to $329.17 per megawatt-day for 2026, up from $28.92 two years earlier.

A KAIST study found agentic AI can consume up to 136.5 times more energy per query than a single-shot model, averaging 348 watt-hours per task. Modeled across 13.7 billion daily requests, researchers projected roughly 198.9 gigawatts of draw.

An FOI release allowed renewable-energy pledges to be checked against physical grid capacity, following Stargate UK figures documented as roughly two-thirds hypothetical.

The Department of Energy signed an emergency order on June 30 directing PJM to run every available fossil generator at maximum output and authorizing curtailment of data centers on backup power during the early July heat wave.

Google's operational emissions fell 2% while consumption rose 37%, and its ambition-based emissions accounting rose 18%. Amazon's annual output was roughly equivalent to 19 million gasoline cars.

New Jersey lawmakers passed a data-center tariff bill binding facilities above 50MW to pay their own grid costs, Henrico County, Virginia warned of a 25% electricity rate increase, and Texas counted 32 proposed gas plants for AI load.

A retired Washington coal plant billed utilities tens of millions to stay on federal standby, DOE emergency orders cost about $550 million a year, and NERC logged a record 9.2% coal and gas forced-outage rate.

The Department of Energy offered $17.5 billion in loans toward 10 large nuclear reactors at five sites, with Westinghouse reviving AP1000 supply chains to meet compute-driven demand.

A federal utility floated up to 26 GW of new gas and Virginia levied a $600 million tax on data-center facilities, even as coal plants ordered to stand by ran two-thirds below last year and analysts identified cheaper grid-enhancing alternatives.

AI market trends report recommends focusing on beneficiaries as nations pursue self-sufficiency in energy, critical materials, and manufacturing capacity, suggesting continued scarcity concerns rather than their elimination.

Microsoft signs 1.35 GW off-grid gas deal for AI compute - near-term energy demand creating new fossil fuel dependencies even as clean sources scale.

Brattle estimated expanding distributed energy resources from 113 GW to 524 GW by 2050 could avoid $614 billion in grid investment and save households $122 annually.

Open structRFM, trained on 21 million RNA sequence-structure pairs, supported Zfold predictions comparable to AlphaFold3 across three benchmarks, with dataset, weights and code released.

EMBL, DKFZ and Sanger researchers mapped glioblastoma cell-state regulation across over one million cells; increasing MYT1L reduced tumor growth and invasion and extended survival in mice.

FLIP improved stellar-glare removal sensitivity by two to fifteen times and recovered 51 Eridani b from JWST observations where standard techniques fail.

Tencent reports Hyra 2.0 agents developed a 1.96M-parameter protein-design model generating sequences 57 times faster than ProteinMPNN, alongside quantum error-correction designs and mathematical results.

Hannover and Shanghai report base-editing seven alpha-1 antitrypsin deficiency patients; a published liver biopsy confirms correction in one recipient, off weekly replacement infusions since March.

CleanTechnica modeled battery-electric coastal freighters at €11.6 million to €14.1 million cheaper over fifteen years than Norway's subsidized hydrogen carriers across two routes.

Oxford and Wuhan researchers demonstrated strong absorption with slower radiative charge loss in bismuth sulfide, estimating a 75% room-temperature reduction; no finished solar cell was demonstrated.

A Nature study regenerated silicone's industrial monomer, dimethyldichlorosilane, from commercial oils and elastomers at gram scale using a process dependent on toxic phosgene chemistry.

Splight reports software coordinating 877 MW across seven Chilean wind farms increased usable capacity on two existing 220-kV corridors by 60%.

US renewables added 43.5 GW and utility-scale batteries 17.6 GW over twelve months through August; renewable electricity generation rose 10.2% year over year.

DOE offered Constellation a conditional loan of up to $5B for nearly 1.1 GW of uprates at eight plants, targeting additions between 2028 and 2032.

Analysis credits solar and storage with cutting summer wholesale prices 42% in Texas and 51% in California since 2021; residential bills rose 3% and 22%, driven by network costs.

EPRI data show annual commercial and grid-battery failure rates fell more than 97% from 2016 to 2025 as installations increased 250-fold.

Pinal generated proteins from written descriptions of four functions, with laboratory tests confirming all four worked.

Intismeran autogene plus Keytruda cut melanoma recurrence or death 42% in a Phase 3 trial exceeding 1,100 patients; two-year recurrence-free survival reached 82.2% versus 70%.

Google and Voltus agreed to add 1,070 MW of distributed flexibility to PJM, targeting full capacity within three to four years and operation through 2040.

AEP, Amazon and X-energy will evaluate twelve 80 MW reactors totaling 960 MW at Indiana's retired Breed coal site; nuclear permits and a construction timeline remain outstanding.

A Nature Communications study of 326,034 train runs estimated 190 GW of storage power potential in electrified rail, potentially reducing dedicated storage investment by 11.9% to 20%.

Quantinuum reported Helios logical memory fidelity of 99.9995%, cutting logical errors tenfold from its previous result.

MIT trained a model to read crystal structures and plain-language descriptions together, letting researchers request solid-state lithium-battery electrolytes and surface candidates other labs had identified.

China's plug-in vehicle share of passenger-car retail sales hit a record 67% in September as combustion-car sales fell 49% in a market that shrank 28% overall.

Sunrun entered commercial negotiations with hyperscalers over a roughly 16 GW residential flexibility offer, proposing subsidized household solar and batteries instead of campus generation.

EIA data show small-scale solar generation rose from 18,812 to 92,979 GWh over a decade, with California supplying 37% of the total.

Sunrun announced a record 745 MW California household-battery dispatch on October 6, including over 600 MW from more than 85,000 Tesla Powerwalls.

An iodide additive enabled reversible tin anodes in water-based flow batteries, achieving 205 Wh per liter of anolyte and stable kilowatt-scale operation beyond 1,000 hours.

Wood Mackenzie found four-hour batteries cheaper than new gas peakers across global markets, including 65% to 75% lower costs for US projects entering service in 2026.

A light-activated gene-therapy trial reported restoration of aspects of visual function in the New England Journal of Medicine.

Fervo Energy declared commercial operation at its Cape Station enhanced-geothermal plant in Utah, 23 months after groundbreaking and producing 33 MW, with later blocks targeted at 18-month build cycles.

A bipartisan Senate bill would fast-track high-voltage transmission lines, which analysts project could unlock nearly 100 GW of clean capacity and cut grid costs by $125 billion through 2040.

Google flew four TPUs into orbit aboard a Falcon 9 to test solar-powered AI compute in space, and priced the full vision at roughly 1,800 Starship launches over a decade.

The NRC granted TVA a construction permit for a planned 300 MW Clinch River small modular reactor after a 14-month review; an operating license is still required.

Valar Atomics filed a proposal for 456 reactors generating about 9.6 GW for data centers on more than 9,000 acres of Utah public land.

A T&E analysis found electric trucks now cost less to run than diesel in six of nine major EU markets, covering 46% of new heavy-truck sales, with paybacks as fast as two years.

Agent swarms given only a research scope and an instruction to keep making progress produced weeks of paper-length drafts and machine-checked proofs across five fields faster than their authors could review.

DOE selected 31 projects across 26 states for $1.9 billion in proposed SPARK awards, matched by $3.35 billion from utilities, to unlock more than 23 GW of transmission capacity using existing corridors.

Fervo's Cape Station began exporting power from its first 33 MW block, the first greenfield enhanced-geothermal plant to reach the grid; about 900 MW is contracted.

CRMA-1001 epigenetically silenced hepatitis B without cutting DNA, reducing viral biomarkers over 1,000-fold after one mouse dose and leaving up to 90% of treated animals antigen-free after three doses.

Mazama Energy raised $135 million to drill toward 750°F rock beneath Oregon's Newberry volcano, doubled its site estimate to 10 GW, and projected each superhot well could produce ten times a conventional geothermal well.

The DOE opened a $215 million milestone competition to build the first fault-tolerant quantum computer with over 100 logical qubits, targeting fusion and battery-materials problems beyond classical computing.

Cement maker Holcim installed two firebrick thermal batteries reaching 1,800°C on off-peak electricity to fire cement kilns without burning fossil fuel.

Independently verified SemiAnalysis benchmarks found Nvidia's Vera Rubin NVL72 platform delivers up to 67x the throughput-per-dollar and 7x the tokens-per-megawatt of the prior GB300 generation.

University of Miami researchers used AI shape comparison across more than 214 million predicted proteins to identify TM184C, a hidden GPCR-family receptor that builds cell-to-cell bridges sharing structural features with hormone receptors.

Densely chemical-modified guide RNA armored along its entire length reached nearly 70% prime editing efficiency in mouse liver from a single lipid-nanoparticle injection at a clinically translatable dose.

One infusion of fucose-coated autologous bone-marrow cells reduced fractures from one every year or two to roughly one per decade across ten women with advanced osteoporosis.

Cyclic Materials began commercial-scale recovery of rare-earth magnets used in AI hardware, EV motors, and wind turbines at a 25,000-metric-ton-per-year Arizona plant, though refining remains in China.

A Columbia University team led by Dieter Egli used base editing to correct every copy of PCSK9 in human embryos at fertilization, with edited embryos developing normally to the blastocyst stage.

A non-flammable electrolyte forming isolated solvation nanoclusters pushed Ah-scale lithium-metal pouch cells past 500 Wh/kg while surviving a nail penetration test and 200% overcharge without thermal runaway.

Coal generation stopped growing in 17 of China's 26 provinces and fell 0.7% nationwide in 2025 even as electricity demand rose 5%.

A neuro-symbolic AI system called AIMe predicted mass-spectrum fingerprints for more than 100 million known molecules, roughly a thousandfold expansion of searchable chemical space.

PG&E launched SHARE, pooling nearly 21,000 home batteries, smart devices, and heat pumps into a virtual power plant funded by Google.

NextEra's AI-driven Grid Composer tool saved Florida Power & Light customers on energy costs through AI-optimized grid management.

FDA approved Zanvastro (Ionis), the first disease-modifying therapy for Alexander disease, after treated patients held walking speed steady while the untreated control group declined 33%.

Google DeepMind released WeatherNext 3, hourly 5-km forecasts into Search, Maps and Gemini, with Santee Cooper adopting Google tools for grid load forecasting.

An AI physics system devised a sun-diving, repeated-close-pass trajectory that could reduce the mass and power requirements of the planned $15 million Fermi Explorer Mission to Alpha Centauri.

Anthropic reported Mythos 5.1 designed viable high-affinity protein binders for nearly 50% of candidates across 12 targets, versus typical campaign rates of 10% to 15%.

US battery storage added a record 20.2 GWh in Q2 2026, nearly doubling utility-scale capacity to 165 GWh in 18 months, with 74% of new capacity built in states that voted for Trump and 56% now standalone.

SpaceX confirmed an approximately 830-acre single-crystal turbine-blade foundry in Bastrop, Texas, projected to bring new gas turbines online up to 18 months faster, as PJM dropped Oklo's 750 MW nuclear project.

Quaise raised $180M to scale microwave gyrotron drilling toward 500 °C superhot rock, with Nabors investing $35M and providing rigs for a 50 MW Oregon project targeted for 2030.

Africa's first 24/7 solar-plus-storage baseload plant went online at a DRC copper mine, delivering over 30 MW of dispatchable power from 233 MWp solar and a 526 MWh battery at 95% availability.

Poland's coal share fell from 72.5% to 52.7% since 2021, dropping below half of generation for the first time, as Africa heads toward a record 17 GW of solar installations in 2026.

More than 10,800 US schools, reaching 1 in 7 students, now generate solar power on site, with capacity doubling since 2016 to 2.4 GW while battery storage remained under a tenth of a percent of solar capacity.

California lawmakers advanced direct capacity-market participation for aggregated household energy devices and utility-free balcony solar, with residents already installing more than 8,000 storage systems.

California lawmakers sent SB 913 and the Plug and Play Solar Act to the governor, opening capacity markets to customer batteries, bidirectional EVs, thermostats, and heat pumps while legalizing utility-free balcony solar.

The US Army committed up to $2.2 billion across five vendors for more than 20 commercial microreactors at five bases, targeting first power by September 2028.

Sinopec's chairman said China's oil demand likely peaked in 2025 as rapid electric-vehicle adoption cut fuel consumption.

EvoMax paired a protein language model with inverse-folding to design FanzMAX v3-hLa, a compact under-500-amino-acid gene editor that hit 97% efficiency at its best human target and knocked down target genes.

A peer-reviewed Nature Energy study achieved 99% reversible lattice-oxygen redox in a sodium-ion cathode via iron mediation, yielding a 206 Wh/kg pouch cell retaining 87.8% capacity after 100 cycles.

A perovskite/perovskite/silicon triple-junction solar cell reached a certified 32.22% efficiency, surpassing silicon's single-junction ceiling via a new passivating molecule and optical light management.

MIT engineered the bacterium Pantoea agglomerans into working transistors and assembled them into functioning circuits, including a two-input adder coordinating 24 colonies over an 8-hour cycle.

Anthropic is in talks to buy startup Decart for about $6B to improve chip efficiency and absorb surging demand on existing compute.

Oklo's Groves became the first DOE pilot reactor critical on private land as Deep Fission's underground SMR cleared safety review and advanced-reactor fuel-recycling and data-center partnership.

Stanford and Arc Institute researchers used generative AI to design 16 novel functional bacteriophage genomes that were synthesized and revived against E. coli.

Certified perovskite tandems reached 33.66% on silicon and 30.57% on CIGS, while an industrially scalable thermally evaporated tandem held 30.0% across a 200 cm² commercial G12 wafer.

D-Wave demonstrated a roughly 99.9%-fidelity two-qubit gate in 500 nanoseconds, MIT produced wafer-scale air-stable ultrathin superconductors, and DARPA initiated repeatable manufacturing for tactical optical clocks.

REAP's AI-robotics loop improved two enzymes up to 104-fold across five autonomous rank-build-assay-refine cycles.

China approved eight Hualong One reactors (1,127 MW each, 9+ GW total, ~170B yuan) across four provinces, extending a fleet of 10 operating and 37 approved/under-construction units.

Two Nature Communications electrolyzers converted nitrate wastewater to ammonia at ~100% Faradaic efficiency and 500 mA/cm² industrial current for 300 hours.

IBM and University of Chicago ran an openly verifiable beyond-classical computation on 70 logical qubits, executing 2,415 logical two-qubit operations and 468 T gates with logical error rates below threshold.

Aalo and Crusoe targeted a 2027 nuclear-powered AI factory at Idaho National Lab, Commonwealth Fusion reached roughly $4B raised, and Antora secured $550M for thermal batteries.

Global EV sales rose 35% in Q2, setting records in 50 countries and putting electric vehicles on track for 29% of 2026 sales.

A closed-loop machine-learning system searched 633 N2O-decomposition catalysts across 37 cycles and surfaced more than ten superior multi-element candidates.

Five papers reported 99.99% gold recovery from scrap CPUs in about 15 seconds, bio-derived recyclable-plastic monomers, 71.12%-efficient ITO upcycling, and 97% PMMA monomer recovery.

A machine-learning-guided microrod array converted evaporating water into electricity at 21.5% efficiency and 14.3 W/m², remaining stable for 30 days.

Researchers used AlphaFold to identify the protein regions responsible for CRISPR off-target edits and redesigned them to cut error rates while preserving intended edits, published in Nature.

Solar generated 47,147 GWh in May, outproducing both coal (45,119 GWh) and wind (41,157 GWh) to become the US's third-largest electricity source, per EIA data.

A Texas A&M team supercooled pig kidneys at -4°C without cryoprotectants for up to 72 hours, then successfully transplanted them with immediate function, tripling the clinical cold-storage standard.

DOE's Genesis Mission funded 278 projects with ~$5B, including Phase I grid models targeting interconnection studies from years to minutes and a $60M nuclear project.

KNIT inserted DNA payloads exceeding 10 kb at up to 89% efficiency without double-strand breaks and built nonviral CAR-T cells.

ProteinMPNN redesigned three proteases; 58 of 74 designs functioned, and evolution from stabilized variants produced an ataxin-2 protease 79× more selective than the best natural-starting version.

India drilled its first deep geothermal wells in Ladakh's Puga Valley as the US House fast-tracked the Next-Generation Geothermal R&D Act toward enhanced-system demonstration.

CuspAI raised $450M from Jeff Bezos and the UK's sovereign wealth fund to design substitute magnets and catalysts from abundant elements via AI materials discovery, aiming to dissolve rather than mitigate supply-chain bottlenecks.

AI-designed synthetic enzymes edited human genes more efficiently than the natural CRISPR proteins they were modeled on, according to a July 16 Science paper.

Solar became the EU's largest electricity source for the first time.

AI-adjacent breakthroughs in tissue engineering were reported.

A model called ProLM, trained on plasma proteomes of 15,499 UK Biobank participants, predicted the onset of 16 chronic diseases from a single blood draw and outperformed standard clinical baselines. The protein GDF15 carried a signal that shifted more than 15 years before disease was diagnosed.

An AI-guided screen converted a broad genetic search into two specific druggable targets that human intuition had not flagged, using molecules that already exist.

Alibaba's Elements Claw AI agent screened 2.4 million stable crystal structures in 28 hours and surfaced four previously unknown superconductors, all later verified in laboratory experiments.

AI-accelerated genome editing achieved xenograft breakthroughs.

Rapid deployment of large-scale energy storage infrastructure suggests progress toward eliminating energy scarcity.

OpenAI CEO envisions entirely new companies built by just one to five people that can outcompete large incumbents, suggesting dramatic productivity increases that could reduce traditional resource constraints.

AI experts discuss recursive self-improvement loops where AI autonomously upgrades its own capabilities, which could lead to exponential capability growth that might address scarcity issues.

Kyushu University achieves ~130% quantum efficiency in solar conversion, breaking the theoretical ceiling constraining solar since 1961 - physics barriers falling.

World crossed 4 terawatts installed wind and solar in 2025 with record 814 GW added - energy abundance trajectory accelerating.

Berkeley Lab simulated a quantum chip in extreme detail using 7,000 GPUs.

Nankai University: fluorine-based lithium metal battery achieving 700+ Wh/kg - more than doubling commercial energy density ceiling.

Khosla argues AI will drive essential goods toward zero marginal cost - cost of living trajectory bending toward abundance.

Helion Polaris: 150M C deuterium-tritium fusion achieved by private sector - fusion energy timeline compressing.