• Prediction market volume hit a record $188B in Q3 2026, driven heavily by Kalshi's dominance in sports trading.
• Data reveals 69.2% of 2.9 million retail accounts on Polymarket lose money, dropping $338.9M since 2020.
• A federal appeals court just allowed states to restrict these platforms under existing gambling laws.

Strategic Take: The decentralized forecasting revolution is just another unregulated casino where bots extract nine-figure losses from retail sports bettors.

• Insurers are preparing for multimillion-dollar claims targeting the boards and senior executives of major AI developers over the actions of rogue autonomous agents.
• Broker Aon estimates that more than 90% of current AI-related exposure sits in unpriced silent coverage within conventional policies.
• Pending litigation will establish whether failures to control AI agents constitute a breach of corporate governance and executive liability.

Strategic Take: Pending court cases involving autonomous agents will determine if AI developers face direct board-level liability for software actions outside their intended environments.

• Google released EmbeddingGemma 2 to natively map code, audio, and video into a shared embedding space on edge hardware.
• The 740M-parameter model is available under an Apache 2.0 license and saw a 9.92-point jump in MTEB Code performance.
• Sharing a tokenizer with Gemma 4 allows developers to build offline, low-memory RAG pipelines entirely on-device.

Strategic Take: Releasing a powerful sub-1B multimodal embedding model for free isn't charity; it's a structural play by Google to ensure the next generation of on-device AI is hardcoded to their architectural ecosystem.

• The US Energy Information Administration raised its 2026 Brent crude forecast to an average of $98 a barrel.
• Brent crude is projected to reach $105 a barrel in the fourth quarter as the Strait of Hormuz remains disrupted.
• Gulf oil flows have recovered to over 81% of pre-war levels as exporters utilize alternative shipping routes.

Strategic Take: The EIA forecasts short-term price spikes in global energy markets, but anticipates stabilization by 2027 as exporters establish permanent alternative transit routes.

• BMW's unannounced 2027 iX4 electric coupe-SUV leaked online ahead of its expected Thursday reveal.
• The all-wheel-drive EV packs a 108.7 kWh battery and a 17.9-inch central touchscreen.
• The iX4 will hit the market by late 2026, replacing the gas-powered X4 lineup.

Strategic Take: BMW is pulling the classic trick of removing rear headroom, slapping on a sloped roof, and charging a premium over the standard SUV model, but at least the 108.7 kWh battery backs up the sporty aesthetic.

• A US appeals court ruled that AI startup Ross Intelligence violated copyright by training on Thomson Reuters data.
• The court found that copy-pasting editorial headnotes to build a competing search engine is not a transformative fair use.
• The defunct startup vows to take the case to the Supreme Court as the broader AI industry faces similar lawsuits.

Strategic Take: AI companies love to pretend their models are magical thinking machines, but courts are starting to notice they look a lot like glorified, non-transformative web scrapers.

• CrowdStrike, AWS, and Nvidia have opened applications for their 2027 cybersecurity startup accelerator.
• Past participants across the more than 90 supported startups have raised nearly $1B in funding.
• Up to 10 finalists will advance to pitch at RSAC 2027 for potential Falcon Fund investments.

Strategic Take: Corporate startup accelerators are just outsourced, low-cost R&D pipelines designed to lock promising founders into specific vendor ecosystems early.

• Suzuki is launching the e SKY on November 16 to undercut BYD for Japan's cheapest mini EV.
• The e SKY is expected to start at approximately $13,500, narrowly beating the $13,600 BYD Racco.
• Suzuki is ironically relying on BYD's own LFP battery supply chain to achieve the record-low price point.

Strategic Take: BYD is perfectly fine letting Suzuki win the showroom pricing war since they are still getting paid as the battery supplier under the hood.

• Marvell raised its 2028 revenue forecast to about $20 billion on strong AI data center chip demand.
• The company previously forecast $18 billion in August, while analysts expected $18.2 billion.
• Shares jumped nearly 9% in early trading, adding to a stock that has more than tripled this year.

Strategic Take: Everyone keeps trying to price in the AI infrastructure ceiling, but hardware vendors keep finding extra billions they didn't account for.

• JPMorgan CEO Jamie Dimon warned that Anthropic's Mythos model dramatically escalated global cybersecurity threats.
• Dimon claims AI-driven vulnerabilities jumped 10-fold following the release of Mythos.
• The remarks indicate growing friction between legacy financial security teams and rapid frontier AI deployments.

Strategic Take: When the CEO of the world's largest bank goes on television to blame a specific startup's model for systemic vulnerabilities, you can safely assume their internal penetration tests are returning terrifying results.

• An unknown extortion group hijacked the Asos app to push unverified database breach warnings directly to customer lock screens.
• Asos shares plummeted up to 13.2% despite the attackers providing zero evidence of actual data theft.
• The incident highlights a brutal new extortion tactic aimed at weaponizing market panic before forensic teams can even respond.

Strategic Take: Why bother stealing the actual data when just hijacking the company's notification system is enough to wipe out 13% of their stock value in hours?

• A federal judge ordered Apple to pay Masimo an extra $184M in interest over a pulse-oximetry patent dispute.
• The new ruling pushes Apple's total legal bill for the infringement to $818M.
• The penalty stems from historical Apple Watch sales and does not affect current models.

Strategic Take: Apple tried to starve out a smaller medical hardware rival in court, only for a federal judge to slap them with a compounding $184M late fee.

• Anduril and the US Navy plan to build a massive autonomous maritime manufacturing hub in Maryland.
• The combined investment is targeting $6.6B, with expected creation of over 3,000 jobs.
• The deal is currently just a memorandum of understanding, meaning final financial commitments are still pending.

Strategic Take: Signing an MoU for a $6.6B facility gets you incredible headlines today, but the real test is whether the Navy actually clears the funding before the legacy primes lobby it away.

• Mistral has launched a public preview of its 1-trillion parameter model ML4 ahead of an October 27 open-weights release.
• The model features a sparse architecture with 49 billion active parameters and was trained on 4,000 Nvidia Grace Blackwell GPUs.
• The release specifically targets cybersecurity and government sectors that require sovereign, zero-data-retention environments.

Strategic Take: Mistral realizes that the model weight itself is just a highly publicized loss leader designed to funnel risk-averse governments into their enterprise deployment stack.

• Paramount officially acquired Warner Bros. Discovery to form a combined streaming giant named Skydance.
• The deal required 9 separate offers to beat Netflix and includes a $1.5B pledge for future movie spending.
• Skydance now directly challenges Disney and Amazon while facing deep industry fears of massive job cuts.

Strategic Take: Promising $1.5B in cinematic spending looks great on a legal settlement, but combining two bloated legacy studios strictly to survive against tech monopolies always ends with a massive headcount slaughter.

• European VC Forbion raised $2.6B across two new life sciences funds.
• The capital will back roughly 30 biotechs and includes investments from Eli Lilly.
• This gives the firm massive pricing power in a European market currently starved for biotech funding.

Strategic Take: Landing $2.6B in a capital-starved European market isn't just a fundraising win, it gives Forbion a near-monopoly on dictating term sheets to desperate founders.

• Uber is acquiring corporate catering platform ezCater for $2.3 billion in cash.
• The Boston-based startup generated over $2.5 billion in gross bookings over the trailing 12 months.
• The acquisition allows Uber Eats to bypass consumer growth limits and tap directly into high-margin corporate expense accounts.

Strategic Take: Why spend years building B2B sales channels when you can just drop $2.3 billion in cash to instantly buy a $2.5 billion corporate catering moat?

• Crypto exchange OKX raised new funding at a $25B valuation.
• The round extends a March tranche where ICE invested approximately $200M.
• The exchange declined to disclose the exact dollar amount of this new raise.

Strategic Take: Refusing to disclose the actual check size while loudly repeating a flat valuation usually means the capital was light but the cap table needed a strategic PR boost.

• Private data center construction hit a record $84.95B annual pace, jumping 73% year-over-year.
• Data centers now account for 63% of all private office construction.
• Official Census spending figures exclude the massive hardware costs of the racks and servers themselves.

Strategic Take: The official construction numbers are already staggering, and they completely ignore the billions spent on the actual servers inside.

• Energy Transfer is acquiring Vaquero Midstream to expand its physical natural gas infrastructure.
• The deal is valued at $2.63 billion, breaking down into $1.95 billion in cash and 33.3 million new shares.
• The transaction is scheduled to officially close in the fourth quarter.

Strategic Take: Midstream consolidation is rarely about efficiency—it's about monopolizing the physical chokepoints so you can dictate the toll rates.

• Nvidia authorized a record $150B share buyback as its market capitalization approaches a historic $6 trillion.
• The company's net income is expected to double in fiscal 2027, with sales projected to grow 70% in fiscal 2028.
• The massive buyback signals that the AI chipmaker is generating cash faster than it can effectively spend it on internal infrastructure.

Strategic Take: When a hardware monopoly prints cash faster than it can physically deploy it into R&D, a record-shattering buyback is the easiest way to keep investors pacified.

• Qualcomm is paying Huawei for 5G and AI patent rights and buying some of its US patents outright.
• Huawei's total licensing contracts will top $6.9B, backed by a portfolio of 165,000 active global patents.
• The historic cross-licensing agreement reverses a 25-year dynamic and bypasses direct hardware sales restrictions.

Strategic Take: Sanctioning hardware sales doesn't work if the target already wrote the foundational patents your entire industry relies on.

• Type One Energy raised $200 million in a Siemens Energy-backed Series-B round to build a commercial fusion reactor.
• The round pushes total funding past $400 million, ranking as the third-biggest sector Series B raise in five years.
• The company plans to deploy an engineering prototype named Infinity One in Tennessee and target a commercial plant within a decade.

Strategic Take: Investors keep funding fifty-year energy promises because the power grid is falling apart right on schedule.

• Emera and Canadian Utilities are merging to create a combined energy infrastructure company.
• The newly formed entity will carry an enterprise value of roughly $50.46B (C$72B).
• Emera shareholders retain 60% control, with the deal expected to close in late 2027.

Strategic Take: Two massive utilities merging into a $50B juggernaut means executives get a historic payout while consumers prepare for inevitable rate hikes disguised as integration costs.

• Becton Dickinson is committing $19B to US operations over several years.
• $3B is specifically allocated for expanding domestic manufacturing sites.
• The deal grants the company relief from future Section 232 import tariffs.

Strategic Take: Pledging billions in future domestic capex is just the modern corporate playbook for buying immunity from federal import tariffs.

• Adam Iza was sentenced to 78 months in federal prison for a Meta ad fraud scheme and hiring former LA deputies for extortion.
• The wire fraud operation hijacked Meta business accounts to generate approximately $37 million in illegal proceeds.
• The new sentence will run concurrently with his existing 15-year term for a separate Bitcoin-related kidnapping plot.

Strategic Take: The 78-month term runs concurrently with his existing 15-year kidnapping sentence, wrapping up a massive Meta ad fraud and crypto extortion ring.

• Francis Halzen secured the 2026 Nobel Prize in physics for discovering high-energy astrophysical neutrinos.
• The award includes a 12 million Swedish kronor (about $1.2M) cash prize.
• His work with the IceCube Neutrino Observatory establishes a new method of observing the universe's evolution.

Strategic Take: The 2026 physics prize validates a decades-long bet on building massive subatomic particle detectors deep in the Antarctic ice.

• The CFTC advanced proposed regulations for margined and leveraged retail crypto trading.
• The public has 60 days to comment on the new Regulation CTX and Regulation CAM proposals once published.
• Plain spot markets remain exempt and will continue falling under state money transmission laws.

Strategic Take: The CFTC is carving out federal turf for leveraged crypto trades because they know Congress is too gridlocked to pass an actual statutory framework.

• Ondo Finance is launching tokenized notes that provide economic exposure to an unnamed pre-IPO AI company.
• The protocol's existing US stock and ETF platform currently holds over $1B in total value locked.
• Investors can trade the synthetic notes 24/7 on secondary markets without holding the underlying corporate shares.

Strategic Take: Tokenizing anonymous pre-IPO equity is just a decentralized mechanism for venture capitalists to offload illiquid tech bags onto retail traders.

• Bain Capital and GIC are exploring a potential sale or IPO of Japanese HR software firm WHI Holdings.
• Sources indicate the private equity and sovereign wealth funds are seeking a valuation of at least 500 billion yen ($3.2B).
• The discussions remain in early stages and the firms could ultimately choose to retain ownership.

Strategic Take: Private equity firms carved out a software unit, sold half to a sovereign wealth fund, and are now seeing if the public markets will fund their $3.2B exit liquidity.

• Ethereum is deploying the Glamsterdam upgrade on its Sepolia testnet later Tuesday.
• The upgrade will push the network gas limit from 60 million to 200 million.
• Developers are using the test deployment to hunt for technical delays before setting a firm mainnet timeline.

Strategic Take: Tripling the gas limit on a testnet is the easy part; the real challenge is dealing with the inevitable mainnet state bloat that follows.

• Palo Alto software startup Vinci raised $250M to scale its AI-powered hardware and chip simulation platform.
• The fresh funding round values the 70-person company at $1.5B.
• Vinci plans to use the capital to cover compute costs and expand from thermal dynamics into vibration testing and electromagnetics.

Strategic Take: Taking on legacy EDA monopolies like Cadence and Synopsys is historically a death sentence, but hardware teams are burning so much cash on thermal failures they're desperate enough to trust an AI foundation model.

• South Korean police are investigating if AI agents were used to hack Shinhan Bank, Hana Bank, and KB Kookmin Bank.
• Shinhan Bank reported the largest breach, leaking personal credit data for about 25,000 people.
• The probe raises urgent questions about whether off-the-shelf AI models are now capable of autonomous cyber warfare.

Strategic Take: Blaming AI agents for bank breaches is a convenient way for financial executives to dodge accountability for running legacy security infrastructure.

• OpenAI’s ChatGPT is generating fake New Yorker-style cartoons and stamping them with the exact signatures of real artists.
• Over 15 cartoonists had their signatures forged, with one fake image pulling 25,000 likes on social media.
• Freelance cartoonists retain their own copyright, meaning Condé Nast's 2024 licensing deal does not cover these outputs.

Strategic Take: Tech executives claim they want to augment human creativity, yet they train their models to explicitly forge the literal signatures of the artists they plan to replace.

• Spain's Aragon region is set to receive $67.55B in data center investments over the next decade.
• Amazon is investing $38.4B into the region after infrastructure approval times were cut from years to under 12 months.
• The fast-track permitting has sparked environmental backlash and threats of stricter national grid regulations.

Strategic Take: Regional governments will happily bulldoze their own environmental regulations and public review periods if cloud computing giants promise a big enough check.

• Ursa Major secured $137M from the US Navy to develop solid rocket motors for two new missile classes.
• $91M goes toward a 7-inch motor sized for stealth fighter weapons bays, while $46M funds ship-launched interceptors.
• The Navy expects the new medium-range platform to reach full capability by 2032.

Strategic Take: The Pentagon is finally funding upstarts to 3D print rocket motors because the legacy prime contractors simply cannot build munitions fast enough.

• Atlassian disclosed a critical unauthenticated file read vulnerability affecting eight self-hosted Data Center products.
• The path traversal flaw tracks as CVE-2026-21589 and carries a 9.3 CVSS severity score.
• Cloud customers are already patched, while self-hosted administrators must manually upgrade or apply temporary URL blocking rules.

Strategic Take: The gap between Atlassian's automatically patched cloud and its confusingly documented self-hosted mitigations is a quiet nudge to force enterprises off on-prem infrastructure.

• The US Treasury withdrew a long-stalled rule requiring exchanges to report private crypto transfers.
• The 2020 proposal targeted unhosted wallet transactions crossing the $10,000 threshold within a 24-hour window.
• FinCEN also dropped a 2023 rule targeting crypto mixers to align with a broader deregulatory agenda.

Strategic Take: Bureaucrats realized that trying to mandate surveillance on decentralized private keys was a technical nightmare they couldn't actually enforce.

• GMO Research & AI suspended its infoQ platform after a cyberattack exposed nearly 950,000 users.
• Hackers stole encrypted passwords and drained $18,000 in reward points to buy Amazon gift cards.
• GMO is fully reimbursing affected members while investigating the underlying software vulnerability.

Strategic Take: Stealing encrypted passwords is standard protocol, but fencing survey points for Amazon gift cards shows an impressive dedication to bypassing traditional crypto laundering.

• Paris fintech Spiko secured $90M to build tokenized money market funds on public blockchains.
• The startup holds roughly $2.6B in assets under management after crossing the $1 billion mark earlier this year.
• They are directly targeting corporate treasury cash that smaller European businesses struggle to park efficiently.

Strategic Take: Pitching native blockchain infrastructure to park cash is a great narrative until you realize traditional asset managers can just buy the same rails and crush your margins.

• OpenAI is reportedly negotiating a $30B funding round targeting a $1.4T valuation.
• UAE-based funds are discussing a collective $10B syndicate investment to anchor the deal.
• The capital push highlights the massive infrastructure costs required to sustain frontier AI models.

Strategic Take: The $1.4T valuation is staggering, but the real story is that only sovereign wealth funds can afford the compute burn rate required to keep the frontier model lights on.

• DeepSeek is reportedly closing in on $12B in new funding ahead of a 2027 IPO on Shanghai's STAR Market.
• The AI lab is now valued at roughly $74B to $75B pre-money after hitting a $1B revenue run rate.
• The company bypasses US semiconductor restrictions by running entirely on domestic Huawei hardware.

Strategic Take: Pushing API prices up 4.5x right before an IPO is a bold way to manufacture a $1B revenue run rate, but an 82.9% margin makes it hard to argue with the math.

• Seagate and Toshiba are locked in a bidding war to acquire TDK's hard-drive magnetic head business.
• The final acquisition is expected to cost several billion dollars.
• Both companies are rushing to secure supply chain dominance to meet soaring AI data center storage demand.

Strategic Take: Bidding billions for legacy magnetic head manufacturing proves that the AI revolution still runs on spinning rust because flash storage at hyperscale is too expensive.

• Marine Le Pen is proposing €25 billion in annual spending cuts to reassure spooked financial markets.
• French borrowing costs have hit levels not seen since the early 2000s amid a severe bond market rout.
• The fiscal crisis has become the central issue ahead of the two-round April-May presidential election.

Strategic Take: Politicians can run on whatever platform they want, but the bond market ultimately dictates the math.

• The Solana Foundation launched an open-source delivery-versus-payment standard with input from J.P. Morgan.
• The API compresses multi-day traditional settlement into single atomic transactions that finalize in seconds.
• The foundation plans to add privacy features next so institutions can keep their on-chain settlements confidential.

Strategic Take: Banks love the capital efficiency of atomic settlement, but they won't route real institutional volume until Solana ships those promised privacy features to hide their trade flows.

• Oracle disclosed a massive data breach affecting nearly 20 million people after hackers infiltrated legacy Cerner systems.
• The stolen cache contains highly sensitive patient data including Social Security numbers and medical diagnoses.
• The FBI is actively investigating extortion attempts as the fallout from the $28B acquisition's unpatched technical debt continues.

Strategic Take: Acquiring a legacy healthcare giant for $28B is the easy part; securing its unpatched technical debt before the ransomware gangs find it is the actual cost of doing business.

• Singapore-based data center operator DayOne filed for a US IPO on the Nasdaq.
• H1 revenue tripled to $512M, but net losses widened to $77.2M.
• The filing omits exact pricing, testing investor appetite amid challenging macro conditions.

Strategic Take: Tripling revenue looks impressive until you realize they are burning massive amounts of cash to build AI infrastructure in an environment with actively hostile interest rates.

• Kuaishou's AI video unit Kling is reportedly lining up CICC, Goldman Sachs, and UBS for a $1B Hong Kong IPO.
• The 2024-launched unit recently secured a massive $18B post-money valuation after a $2.8B private funding round.
• An early 2027 listing gives Kuaishou a way to cleanly price an asset buried in its balance sheet before CapEx costs explode.

Strategic Take: Pushing a two-year-old product demo to public markets at an $18B valuation is a calculated move to let retail investors subsidize the staggering compute costs of AI video.

• Alphabet is reportedly finalizing a multi-year deal to secure nuclear power from Constellation Energy.
• The unconfirmed agreement is valued at $1B or more.
• Rising AI compute demands are forcing tech monopolies to buy up dedicated nuclear capacity to avoid regional grid bottlenecks.

Strategic Take: The corporate rebrand of nuclear energy as a green initiative is just convenient cover for hyperscalers who realized too late that AI training requires more baseload power than the public grid can actually provide.

• Moonshot AI is reportedly targeting a Q1 2027 initial public offering in Hong Kong.
• Sources peg the company's final private valuation at about $50B.
• Early-look investor meetings are slated to begin this month.

Strategic Take: Pushing a $50B valuation onto the public markets is a classic maneuver for early investors to secure liquidity before the actual costs of scaling frontier models destroy profit margins.

• SignSplit launched with $400M in funding to help users monetize their data for AI.
• The startup reached a $1B valuation backed by blockchain consortium W Group.
• Users can pool their signed data, voice, and likeness to get paid when AI developers use it.

Strategic Take: Promising to pay everyday users for their AI data is a great PR narrative to justify building a centralized tollbooth for the incoming wave of synthetic data licensing.

• The FBI removed an Accenture contractor for failing to patch an Oracle PeopleSoft vulnerability that led to a major data breach.
• The ShinyHunters hack exposed the medical records and home street addresses of thousands of bureau employees.
• Authorities are currently working with a detained suspect in Jordan to assess the operational damage.

Strategic Take: The exposure of human intelligence operatives' addresses shifts this from a standard IT failure into a severe physical security crisis for the bureau.

• Southern Company suffered a portal breach exposing the personal data of 400,000 utility customers.
• The leak impacts 300,000 Georgia Power and 100,000 Alabama Power accounts, exposing partial SSNs and contact info.
• The company claims to have stopped the unauthorized access and is offering a year of credit monitoring.

Strategic Take: The standard corporate playbook of offering twelve months of Equifax monitoring doesn't actually offset the lifetime risk of having your home address and partial SSN permanently scraped.

• KKR is acquiring fund administrator Gen II from Hg and General Atlantic.
• The deal values Gen II at an enterprise value of $5.1 billion.
• Gen II currently oversees more than $2 trillion in assets for over 275 investment managers.

Strategic Take: Private equity buying the administrative plumbing of other private equity funds is a brilliant way to ensure they control every layer of the fee extraction pipeline.

• AI chipmaker Etched is reportedly fielding early funding offers at a $40B to $50B valuation.
• The unconfirmed bids come just one month after a $700M raise at a $21B valuation.
• VCs are rapidly capitalizing the startup to fund TSMC manufacturing and break Nvidia's inference hardware monopoly.

Strategic Take: Investors are so desperate to break the Nvidia monopoly that they're casually tossing $50B valuations at hardware startups just weeks after their last funding round.

• Brazil's Bovespa index surged to a record closing high after Flavio Bolsonaro outperformed in the first round of the presidential election.
• The index jumped 7.7% to 206,911.89 points, marking its best daily performance since the pandemic crash of March 2020.
• Bolsonaro secured 47% of the vote against incumbent Lula's 45%, with a final runoff scheduled for October 25.

Strategic Take: Investors aren't cheering for Flavio Bolsonaro's rhetoric, they're cheering for the 121 lower house seats that guarantee his tax cuts and privatizations will actually pass.

• Fairshake PAC is financially backing 32 House incumbents who voted for the CLARITY Act.
• The crypto group is spending at least $1M each on six candidates out of its $120M war chest.
• The endorsements protect existing House allies while the bill remains deadlocked in the Senate.

Strategic Take: Spending $6M to protect House incumbents who already passed your bill is a great loyalty play, but it does absolutely nothing to fix the 11-vote Senate deficit that just killed the legislation.

• A Florida woman was arrested for threatening violence after Anthropic reported her Claude diary entries to police.
• Anthropic's policy allows the company to retain and review user chat logs for 3 months, even if opted out of model training.
• Automated safety flags are actively pushing private AI conversations to human review teams for law enforcement escalation.

Strategic Take: As AI platforms enforce strict safety guardrails, user data privacy is actively subordinated to active threat monitoring and law enforcement referrals.

• Supermassive Games is laying off 70 employees across multiple departments.
• The cuts arrive less than six months after the release of Directive 8020.
• Sony has moved development of the 2027 Until Dawn sequel away from Supermassive to Firesprite.

Strategic Take: Management failed to ship a complete game at launch, lost the sequel rights to their biggest franchise, and predictably made the developers pay the price for the structural decline.

• Apple released macOS 27.2 beta 3 containing code for gesture recognition and touch animations.
• The unconfirmed MacBook Pro hardware will reportedly feature an OLED display and lighter chassis.
• Developers must prepare for immediate touch-target optimization across desktop applications.

Strategic Take: Apple spent a decade insisting Macs didn't need touchscreens, only to quietly build the feature into macOS once iPadOS failed to replace the traditional desktop.