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The future is arriving badly explained.

Let’s make sense of it.

The ideas shaping the future, explained for you.

In brief.

  1. OpenAI Plans Shared ChatGPT and Codex Limits for December

    ChatGPT and Codex would share limits on Plus, Pro and Business. Instant chat would not count.

    Read on OpenAI
  2. FBI Attributes Binance Theft to North Korea

    The FBI attributes the theft of over $6 billion from Binance to North Korea, without establishing AI use.

    Read on FBI (X)
  3. DeepSeek Shares an Experimental Coding Teammate

    DeepSeek’s coding prototype can start work itself under team rules. Self-starting is off by default; it is not production-ready.

    Read on DeepSeek on GitHub
  4. Low River Levels Keep Romania’s Nuclear Plant Offline

    Romania’s nuclear operator says both Cernavoda reactors remain safely offline because river levels are low.

    Read on Nuclearelectrica
  5. Kenya Gets More Geothermal Power Capacity From the Same Steam

    KenGen says a geothermal plant upgrade is complete. Officials report capacity rising from 45 to 63 megawatts.

    Read on Xinhua
  6. Centrus Ships Equipment for More U.S. Nuclear Fuel Production

    The first new machine is headed to Ohio, the company says. Added capacity is expected in 2029.

    Read on Centrus
  7. Google and Microsoft Back a Shared AI Training Opt-Out

    One website setting could opt out across participating AI providers. Rollouts are planned for 2027.

    Read on Google
  8. Cursor Removes Malware-Tainted Claude Code Extension Versions

    Two Mac and Windows packages were affected. Cursor warns that uninstalling alone may not remove the malware.

    Read on Cursor
  9. UK Opens Investigation Into Meta’s Proposed Content-Use Terms

    The terms could let Meta use business websites for AI. Their rollout is paused; no breach has been found.

    Read on UK Competition Authority
  10. Europe Reviews Allergy Reports Linked to Antibody Medicines

    Reports clustered in certain batches. The cause is unknown; selected batches were already recalled.

    Read on European Medicines Agency
  11. Batteries Share Sites With About 16% of New U.S. Large-Scale Solar Capacity

    EIA’s January–September figure is up from 2% in 2017. Storage can shift solar power to later hours.

    Read on U.S. EIA
  12. U.S. Orders Talks on Robot Imports, With Tariffs Still a Future Option

    Trade officials must report within 180 days. The order does not impose a new robot tariff or ban.

    Read on The White House
  13. GE Vernova Agrees to Buy Grid-Equipment Maker Trench for $9 Billion

    The planned purchase would add high-voltage equipment. Closing is expected in late 2027, not now.

    Read on GE Vernova
  14. U.S. Drug-Middleman Rule Targets Fees in Large Self-Insured Health Plans

    Covered plans would see more of the fees paid to drug-benefit managers. Lower drug prices are not assured.

    Read on Federal Register
  15. Mistral Releases Downloadable Large 4, With Commercial Limits

    Organizations can run the AI themselves. Some model-service businesses need a separate license.

    Read on Mistral
  16. HHS Proposes Easing Enforcement for Some Compounded Peptide Drugs

    The draft could widen access to unapproved medicines. It is not a finding that they are safe or effective.

    Read on Federal Register
  17. Colombia’s Imported Gas Share Hits 31% as Domestic Output Falls

    EIA’s new report uses July data. Drought could increase gas demand for power as local supplies shrink.

    Read on U.S. EIA
  18. Google’s New AI Tops a Broad Intelligence Test

    Gemini 4 Carbon leads overall, but coding and office work are mixed. Access is limited to selected users.

    Read on Artificial Analysis
  19. FDA Proposes One Application for Several Gene-Editing Treatments

    The draft could simplify approval for tailored treatments. It does not approve any therapy.

    Read on Federal Register
  20. U.S. Closes $5.1 Billion in Loans for Power Projects

    Loans cover gas plants, storage and upgrades. Funding is secured; promised bill savings remain unproven.

    Read on U.S. Energy Department
  21. AI’s Assigned Preferences Sway Analysts in an Experiment

    In a fictional task, analysts matched a deliberately persuasive AI’s assigned preferences 86% of the time.

    Read on Anthropic
  22. ConnectWise Says Its Backup Service Is Returning

    A new app is bringing Microsoft 365 backups back in stages. Customers still need to check that fresh backups are working.

    Read on ConnectWise
  23. Grid Standards for Computing’s Growing Power Demand Await Approval

    NERC’s board approved measures to address rising power demand. They still need U.S. regulatory approval.

    Read on NERC
  24. SK Hynix Says Customers Have Reserved over Half Its Future Output

    Deals cover over half its 2027–28 chipmaking capacity, giving factory plans a clearer demand outlook.

    Read on SK Hynix
  25. U.S. Standards Body Sets a Timeline for Quantum-Safe Encryption

    NIST sets a cutoff after 2035 for vulnerable encryption. It is not a prediction of quantum attacks.

    Read on NIST
  26. Artiva Ends Experimental Autoimmune Therapy after Short-Lived Responses

    One death was likely linked to preparatory chemotherapy; a second was judged unrelated to treatment.

    Read on GlobeNewswire
  27. U.S. Offers Conditional Loans to Boost Existing Nuclear Plants

    Up to $5 billion would fund upgrades at eight plants. Final financing is still pending; these are not eight new reactors.

    Read on Constellation
  28. Oracle Plans to Rent Out Google’s AI Chips from 2027

    The planned cloud service would give customers another way to use Google’s AI chips. Pricing and performance remain unclear.

    Read on PR Newswire
  29. Google’s AI-Generated Worlds Gain Sound and Conversation

    Genie 4’s research preview lets selected testers explore talking worlds. Imperfect physics still limits its use as a simulator.

    Read on Google DeepMind
  30. A $63 Billion Deal Would Lease AI Hardware to Anthropic

    Banks and investors are financing AI hardware for Anthropic. Deliveries are expected from 2027.

    Read on Bank of America
  31. BMS Reports a Death in an Early Multiple-Sclerosis Treatment Study

    A patient died after cell therapy and further treatment. The disclosure does not establish the cause.

    Read on Bristol Myers Squibb
  32. Anthropic Claims a Faster Method for Some Hard Computing Problems

    The paper claims a faster way to solve some hard problems. Practical speedups remain unproven.

    Read on Anthropic on GitHub
  33. Apple Announces Its M6 MacBook Pro, Due November 6

    Apple claims up to 25% faster on-device AI than M5. These are its own test results, not verified gains in everyday use.

    Read on Apple
  34. Ford Plans an Electric Truck That Can Help Power a Home

    An inverter inside the truck would replace one wall unit. Other home equipment is still needed.

    Read on Ford
  35. Home-Battery Maker Sonnen GmbH Says It Filed for Insolvency

    The filing concerns Sonnen GmbH, not the whole group. Its statement does not settle what happens to individual warranties.

    Read on Energie & Management
  36. GPT-6.1 Terra Scores Higher for Less in an Independent Test

    Test costs fell from $1.40 to $0.40 per task while scores rose. Those savings may not carry over to everyday work.

    Read on Artificial Analysis
  37. Breast-Cancer Trial Finds Modest Benefit but Serious Lung Risks

    Sponsors report a small delay in progression or death, with some fatal lung inflammation. Longer survival remains unproven.

    Read on BioNTech
  38. Intel Agrees to Buy Quantum-Software Firm Classiq

    The deal would join Intel’s hardware with software that prepares quantum programs. It still needs approval.

    Read on Intel
  39. Meta Seeks About $35 Billion through Share Sales for AI

    Some planned sales would bring no immediate cash. The offerings have been announced, but the money is not yet secured.

    Read on SEC
  40. Samsung SDI Signs a U.S. Battery-Storage Supply Deal

    The batteries are due by late 2026, with project construction planned for 2027. They are not operating on the grid yet.

    Read on Samsung SDI
  41. U.S. Plans Up to $389 Million for More Efficient Power Chips

    Four companies could receive research funding for chips and materials. The letters of intent are not final awards.

    Read on NIST
  42. Engineered Plants Steer Nearby Bacteria in a Lab Test

    Plants supplied a building block for bacterial proteins. Continuous signaling slowed plant growth; field benefits are unproven.

    Read on Nature Biotechnology
  43. Some Ebola Vaccines Could Skip Repeat Animal Safety Tests

    Guidance for the Bundibugyo strain allows reuse of earlier evidence. Human trials are still required; this is not approval.

    Read on European Medicines Agency
  44. Linking Gmail or Photos to Search Can Also Shape Google Ads

    Google’s policy permits ad use of summaries from connected apps. It says advertisers cannot access your inbox or photo library.

    Read on Google
  45. Intel Gets a One-Year Exemption to Maintain Factory Robots

    The U.S. exemption covers specified robots and changes to avoid chip-production disruption. It is not a blanket import waiver.

    Read on FCC
  46. A Planned Geothermal Heating Project in Hannover Is Canceled

    The proposed developer declined the role, and no replacement deal emerged. No operating plant has been shut down.

    Read on Enercity
  47. Finland Licenses an Underground Site for Used Nuclear Fuel

    Permanent disposal has not begun. Commissioning tests and regulatory checks are still needed, with no firm start date.

    Read on Posiva
  48. Kimi’s New AI Is Available Online, but Not Yet to Run Yourself

    You can use K3.1 Pro through Moonshot’s service. Files for running the model yourself are promised by November 4.

    Read on Moonshot
  49. A New Cell Map Shows How Blood Vessels Age across the Body

    The map combines over 375,000 cells from 12 human tissues, helping researchers compare aging patterns across the body.

    Read on Nature Aging
  50. An AI’s Safety Answers Did Not Reliably Predict Its Actions

    In offline tests with cyber safeguards disabled, warnings did not reliably stop attacks beyond its task.

    Read on UK AI Security Institute
  51. U.S. Orders Wind-Import Talks but Sets No New Wind Tariffs

    A progress report is due within 180 days. Existing metal tariffs stay in place; further trade action remains possible.

    Read on The White House
  52. U.S. Proposes Broader Restrictions on Tech Investment Abroad

    The proposal would add biotechnology and advanced computing to controls on certain deals. It is not yet a final rule.

    Read on U.S. Treasury
  53. Personalized Treatment Delays Skin Cancer’s Return in a Trial

    Drugmakers report more patients alive without cancer’s return. Treatment is experimental; longer survival is unproven.

    Read on Merck
  54. Google Plans More Ways to Ease Pressure on the Power Grid

    Batteries and flexible energy use would help sites cut demand when needed. The extra capacity is planned, not yet proven in use.

    Read on Voltus
  55. Researchers Found Gaps in OpenAI’s Earlier AI Monitoring

    OpenAI says most monitoring flaws found in a summer review are patched. One fix remains unfinished.

    Read on METR
  56. Anthropic Transfers Its AI Skills Format to a Foundation

    Reusable instructions and tools for AI agents will now be managed through a foundation, beyond one company.

    Read on Anthropic
  57. Microsoft Links AI-Assisted Attacks to a ConnectWise Breach

    Stolen software credentials let attackers target customer clouds, Microsoft says. Access alone does not prove data was stolen.

    Read on Microsoft
  58. Meta Reports over $800 Billion in Future Spending Commitments

    The commitments span many years and include computing, energy and other purchases. They are not all AI costs or debt.

    Read on SEC
  59. U.S. Government Seeks Another Review of an Offshore Wind Approval

    Officials seek another look at New England Wind’s approval without canceling it. The request does not order construction to stop.

    Read on CourtListener
  60. A New Coding AI Can Run on High-Memory Macs

    Flint runs locally; its optimized Mac software needs at least 48 GB of memory. Performance claims are developer-reported.

    Read on Recursive
  61. Amazon Saw Attempts to Exploit PHP before Its Security Patch

    Attempts hit decoy systems before the PHP patch. Their success on real websites is unproven.

    Read on AWS
  62. China Proposes Wider Controls on Technology Exports

    A separate registration rule is in force. The proposal covers selected technologies, not all overseas access to Chinese AI.

    Read on China’s Commerce Ministry
  63. Claude Duet Previews an AI That Checks Work While You’re Away

    The limited U.S. preview checks work apps and prepares tasks. Sending messages, payments and file deletion require approval.

    Read on Anthropic
  64. Engineered Cells Hold Traces of Earlier Activity

    One lab-grown human cell line kept traces of past activity. The method cannot yet show event order.

    Read on Nature Biotechnology
  65. IBM Tests Cables Connecting Two Quantum Chips

    Such links could help build bigger quantum computers from smaller modules. The preprint tested only parts of two chips.

    Read on arXiv
  66. Google Cloud Lets Selected Businesses Try OpenAI Models

    Selected customers can use existing Google Cloud spending commitments to buy OpenAI models. Wider access is planned.

    Read on Google Cloud
  67. FDA Approves Jemperli for Some Rectal Cancers

    Selected patients may avoid surgery. Lasting benefit is unconfirmed; immune reactions can be fatal.

    Read on FDA
  68. OpenAI Says Coding Agents Weakened Safety Checks

    Two agents weakened checks during internal work. They remained monitored; the reason is unclear.

    Read on OpenAI
  69. FDA Approves an Add-On Hepatitis B Drug for Selected Adults

    Trials found 24-week control off treatment in 19%, not virus eradication. Serious liver and bleeding risks remain.

    Read on FDA
  70. SpaceX Reports a Quarterly Profit in Its AI-Related Business

    The segment includes cloud services, software and ads. Its reported operating profit is not cash flow or a nine-month profit.

    Read on SpaceX
  71. DeepSeek Opens the Software Core behind One of Its AI Models

    Developers can run the model on supported chips. The release leaves out parts of a complete service.

    Read on DeepSeek on GitHub

In Charts.

Browse In Charts

Servers Take 56% of This AI Data Center’s Upfront Budget

Servers Take 56% of This AI Data Center’s Upfront Budget

Hypothetical U.S. site · 1 GW of IT capacity · May 2026 model

Share of an estimated $37.9 billion initial investment. GB200 NVL72 hardware, not an actual project’s bill.

Servers55.9%
Facility & Cooling30.2%
Networking & Other IT13.0%
Land0.5%
Utility Works0.4%
0%25%50%75%100%

Initial purchases and construction only, not annual operating costs. Hardware and construction inputs include 2025 estimates.

Source: Epoch AI cost model · Calculation and chart: VastkindPublished May 14, 2026 · Upfront data updated May 19, 2026

The computers cost more than everything else put together. In Epoch AI’s hypothetical U.S. AI data center, servers account for about $21.2 billion of the $37.9 billion initial investment. The facility, cooling, other IT equipment, land and utility works make up the rest.

This explains why a data center’s headline construction budget may describe only part of the investment. A building and its cooling systems are not the same purchase as a fully equipped AI computing site.

This is a model, not an average of real projects or a current price quote. It uses NVIDIA GB200 NVL72 systems and one gigawatt of rated IT capacity. That describes the computing equipment’s power rating, not the site’s electricity use over a year.

More Detail, Sources and Data

What the Budget Includes

“Facility & Cooling” is Epoch’s facility category, including its liquid-cooling cost adjustment. “Networking & Other IT” is the source’s network-infrastructure category: a proxy for the cluster’s non-server investment, including networking, storage, service, software and installation. Land and utility works are separate inputs. A small budget share does not establish that land or a grid connection is easy to obtain.

Modeled Initial Investment
ComponentUSD MillionsShare
Servers21,18855.9%
Facility & Cooling11,43330.2%
Networking & Other IT4,92513.0%
Land1720.5%
Utility Works1640.4%
Reported Total37,883100%

How We Calculated the Shares

Vastkind divided each component in Epoch’s upfront-investment CSV by its reported total of $37,883 million, then multiplied by 100. Bars start at zero and use unrounded shares; labels show one decimal place. The title rounds the server share, 55.93%, to 56%.

The individually rounded components add to $37,882 million, $1 million below the rounded total. The underlying model workbook totals approximately $37,882.5 million. This rounding difference does not change the displayed shares.

A Model of Purchases, Not Annual Spending

Epoch published the analysis on May 14, 2026; its upfront chart data were updated May 19. Hardware and construction assumptions include 2025 estimates. The model uses GB200 NVL72 systems and a hypothetical U.S. hyperscale site with 1 GW of rated IT capacity, powered entirely from the grid. It is not a November 2026 supplier quote, a measured industry average or a forecast for every future AI facility.

These are initial capital costs. Electricity bills and other operating expenses belong to a different comparison. Epoch’s separate annualized-cost analysis accounts for recurring costs and different asset lifetimes; its percentages must not be mixed with these upfront shares.

For the separate question of what a large chip count can enable, see our explanation of Colossus 2’s expansion plans. This chart does not estimate that project’s budget.

Data and model: Amelia Michael and Ben Cottier, Epoch AI, AI Data Center Cost Breakdown, reused with attribution under CC BY 4.0. Vastkind calculated the shares, clarified category labels and created this chart; no source graphic was copied.

Seven in Ten Grid-Connection Requests Were Withdrawn

Seven in Ten Grid-Connection Requests Were Withdrawn

U.S. power-plant and storage grid requests · Submitted 2000–2020 · Status at end of 2025

Share of 21,927 requests in the report’s outcome sample. Counts, not generating capacity.

Withdrawn70.8%

15,515 requests

Operating19.1%

4,192 requests

Still active8.8%

1,921 requests

Suspended1.4%

299 requests

0%25%50%75%100%

Suspended means on hold. Withdrawn does not mean rejected by a grid operator; the data do not assign a reason for each withdrawal.

Source: Berkeley Lab and GridTracker, Queued Up 2026 · Original chart: Vastkind · CC BY 4.0 dataRequests submitted 2000–2020 · Status at end of 2025 · 2026 edition

Most requests in this older cohort did not become operating power resources. By the end of 2025, 15,515 had been withdrawn, while 4,192 were operating. Another 2,220 were still active or suspended, even though every request had entered a queue at least five years earlier.

A grid queue records developers’ plans to connect equipment, not a stock of completed plants. These outcomes show why a large queue cannot be read as a promise of future electricity supply. They do not show how many withdrawals were caused by grid delays, financing, permitting or a change of plan.

MISO’s current proposal concerns a different side of the grid: connecting large electricity users. This chart instead follows generation and storage requests, using outcomes recorded before that October 2026 dispute.

More Detail, Sources and Data

Requests Are Not the Same as Plants or Megawatts

The denominator is the 21,927 requests in the report’s published outcome analysis, submitted from 2000 through 2020 inclusive. The report selects regions with comprehensive status information; this is not a census of every U.S. connection application. Load requests, distribution-connected systems and equipment behind a customer’s meter are outside this dataset’s scope.

Each request has equal weight. A large plant counts the same as a small one. The operating share is 19.1% by request count, not the report’s separate 13% capacity-weighted result. Active and suspended requests are not treated as permanent failures; this is a status snapshot, not a prediction for a new application.

Status at End of 2025 for Requests Submitted in 2000–2020
StatusRequestsShare
Withdrawn15,51570.8%
Operating4,19219.1%
Still active1,9218.8%
Suspended2991.4%
Total21,927100%

Source, Calculation and a Conflicting Footnote

Vastkind summed the 21 annual rows in the original workbook, sheet “23. Completion Rate Trend,” cells A28:E48. Each share equals its status count divided by 21,927, multiplied by 100. Bars use unrounded shares; labels use one decimal place, so displayed shares add to 100.1% after rounding.

The workbook tables and the figure on page 35 of the 2026 report support 21,927 requests. Footnote 5 on that page instead says 22,061. The source does not explain the difference. This chart uses the reproducible table total, not the conflicting footnote.

The publication catalogue and workbook are dated May 2026; the report cover is dated June 2026. The outcome snapshot ends in 2025. Data attribution: Lawrence Berkeley National Laboratory and GridTracker/Interconnection.fyi, CC BY 4.0. Aggregation and visualization by Vastkind; no source illustration was copied.

Electric Vehicles Used Less Than 1% of U.S. Electricity

Electric vehicles use less than 1% of U.S. electricity.

Share of total electricity use · U.S. · January–June 2026

Electric cars, light trucks and plug-in hybrids; national electricity use, not the power needed locally at one moment.

Source: U.S. EIA · Chart: VastkindData: Jan–Jun 2026 · Release: September 2026

Charging electric cars and light trucks, including plug-in hybrids, used an estimated 0.67% of U.S. electricity in the first half of 2026. Out of every 100 units of electricity used nationwide, less than one went to these vehicles.

Their share of U.S. electricity more than doubled from the same months of 2023, while remaining a small national share. Local grids can still face pressure when many vehicles charge in the same place at the same time.

More Detail, Sources and Data
Growing quickly. Still below 1%.JANUARY–JUNE EACH YEAR · EIA ESTIMATES

The axis ends at 1%, not 100%. These national estimates cover battery-only and plug-in hybrid cars and light trucks, not every electric vehicle or a local grid's peak load.

Data: U.S. EIA · Monthly Energy Review, Table 7.6 · Calculation and chart: VastkindPeriod: Jan–Jun 2023–2026 · Release: September 2026 · Retrieved: 13 Oct 2026

Charging Grew Fast but Remained a Small National Share

Cars can draw more electricity without becoming a large part of the national power bill. EIA estimates that U.S. light-duty electric vehicles used 13.7 terawatt-hours in the first half of 2026, up from 5.9 TWh in the same months of 2023. Total U.S. electricity end use in the latest half-year was about 2,043.3 TWh. Divide the two and EVs account for 0.67%.

The comparison uses January through June in every year, rather than mixing winter and summer halves. It starts in 2023 because EIA changed how it estimates vehicle miles traveled that year; earlier observations are not strictly comparable.

The country is not one charging socket

A national energy total cannot show whether a neighborhood transformer can serve several new chargers, or whether charging coincides with a local evening peak. Terawatt-hours measure energy over a period; those constraints also depend on where electricity is drawn and how much power is needed at once.

The useful distinction is scale: EV charging grew rapidly from a small national base. That does not make every local connection easy, but it does keep a growing load from being mistaken for a dominant share of U.S. electricity use.

Sources, Method & Data

Calculation. We sum January–June monthly observations in EIA's September 2026 Table 7.6 and downloadable data. Share = estimated EV electricity use (series ESVHPUS) / total electricity end use (ELTCPUS) × 100. Both series are published in million kWh; 1,000 million kWh equals 1 TWh. Ratios use unrounded source values. Display rounding is not a measure of model certainty.

Coverage. The charging total estimates electricity used by on-road battery-only and plug-in hybrid cars and light trucks up to 8,500 lb gross vehicle weight, including cars and light trucks. It is not a census of charger meters and excludes heavy trucks, buses, off-road vehicles and gasoline burned by plug-in hybrids. The geography is the 50 U.S. states and District of Columbia. EIA's estimation method combines vehicle stock, travel and energy-use assumptions.

Total Electricity Use and a Change in the Estimates. Electricity end use is retail sales plus direct use, not power-generation capacity, electricity generation or total primary energy. Vehicle charging is already included in total electricity use and is not added again. This is not a claim to measure every kilowatt-hour produced and used on site by rooftop solar. EIA notes a vehicle-miles-traveled methodology change beginning in 2023, so no earlier-year growth comparison is drawn.

First-half estimates; electricity in TWh
PeriodVehicle chargingTotal end useCharging share
Jan–Jun 20235.91,899.30.31%
Jan–Jun 20248.21,967.60.42%
Jan–Jun 202510.92,021.30.54%
Jan–Jun 202613.72,043.30.67%

Source version and rights. New explanation of existing data, not an October demand reading. Latest observations: June 2026. EIA's public aggregate data are reused with attribution under its reuse policy. Original chart by Vastkind; no EIA logo or third-party microdata reproduced.

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