Tech

Tech: Where the future is funny and innovation is hilarious! Plug into our Tech section for a circuit of chuckles, where gadgets and gizmos get a comical upgrade. From Silicon Valley silliness to digital dilemmas, we decode the tech world with a byte of humor. Perfect for gadget gurus and casual surfers alike who believe every software update should come with a laugh patch. Warning: Our jokes may cause spontaneous rebooting from excessive laughter!

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    The AOC Deepfake That Turned Out to Be Someone Else’s Video

    ByHolden McGroin

    A viral clip, and a source video

    A 14-second clip that falsely appeared to show Rep. Alexandria Ocasio-Cortez with her bare feet on a desk had already collected more than 3.8 million views on X, according to Lead Stories. The fact-check, published November 12, reported that the post appeared November 7. Its central finding: this was not genuine footage of Ocasio-Cortez. The clip had been altered, and its original video belonged to someone else.

    Follow the footage, not just the face

    Lead Stories used reverse-image search to trace the clip to a creator’s earlier video, which the outlet said had been online since at least August 2026. The creator said her video had been deepfaked and characterized the altered version as political-engagement bait, Lead Stories reported. That is her account of what happened, not independent proof of who made the alteration or why. The useful point is that a manipulated clip can borrow real footage. The face may be the headline; the video’s earlier history is the thread worth pulling.

    Detection tools did not settle it

    There was no magic detector swooping in with a tiny digital badge saying CASE CLOSED. Lead Stories said the AI-detection tools it checked did not confidently identify the clip as AI-generated. The outlet’s own analysis, however, found signs of alteration. Those statements can both be true: automated tools can be inconclusive, while a fact-checker examining the clip and tracing its source finds reason to doubt it. “The detector didn’t flag it” is not the same as “the video is authentic.” The corkboard may stay up, but let’s check the knot.

    A notice is not a full accounting

    Lead Stories also reported that X displayed a visibility notice on the post. That is the scope of the documented platform response here: a notice. It does not establish that the post was removed, that the platform took broader action, or that X has solved the general problem of altered clips. A visibility notice may give viewers a signal, but it is not a substitute for checking the evidence—and it should not be mistaken for a full explanation of what happened.

    The practical lesson

    Viral outrage can travel faster than the context that would puncture it. In this case, the post’s reported reach was millions of views; the careful correction required tracing the footage to an earlier creator video and acknowledging that detection tools were uncertain. That gap is where rumor gets comfortable: it offers a clean, shareable accusation while the evidence arrives carrying a clipboard. When a clip seems tailor-made to provoke a group chat, pause over its provenance. Who posted the earliest version? Does a credible fact-check trace it? A visibility notice, a confident caption, and a convincing face are not proof. Follow the thread—but check the knot.

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    Anthropic’s IPO Paperwork Puts Its AI-Governance Promises in the Public Filing Cabinet

    ByLee Keybum

    AI-governance promises have entered the investor paperwork stage. Anthropic’s amended S-1, filed November 10, describes how the company says it is supposed to balance its public-benefit purpose with commercial and competitive pressures. That is useful to have on the record. It is not the same as proving the machinery works when the pressure arrives wearing a revenue forecast.

    The structure Anthropic describes

    In the filing, Anthropic identifies itself as a Delaware public benefit corporation. It states its purpose as the responsible development and maintenance of advanced AI for humanity’s long-term benefit. The S-1 also describes the Long-Term Benefit Trust, which generally has authority to elect and remove a majority of the board. That is a governance design on paper: the Trust has a formal role in who oversees the company, rather than serving only as a slogan beside the company logo.

    But this is Anthropic describing its own structure and aims. A filing can tell investors what the company says its guardrails are; it cannot, by itself, demonstrate how those guardrails behave under stress. The existence of board authority identifies a formal source of power, but does not settle how that authority will be exercised in every difficult case. The distinction matters because decisions about AI safety can affect products and the people who use them, while the company also faces commercial objectives and competition.

    The tension is in the paperwork too

    Anthropic’s S-1 acknowledges that safety decisions can involve difficult judgments among safety considerations, commercial objectives, and competitive pressure. That admission makes the governance question more concrete. When those priorities pull in different directions, who has the authority—and the practical ability—to hold the line? The filing describes the Trust’s general board role, but it does not answer every future test in advance. No governance diagram can pre-file the awkward meeting where the incentives disagree.

    The proposed offering gives the filing a wider audience. The Associated Press reported on the proposed offering, but it remains proposed; the report is not evidence that an IPO or any particular outcome is settled. For prospective investors, the S-1 is part of the information they can assess. For users, the relevance is more basic: a company’s choices about safety and commercial priorities are not just internal housekeeping when its AI products are used in people’s work and daily lives.

    So the takeaway is neither “the Trust will save us” nor “the structure is meaningless.” Anthropic has disclosed a public-benefit purpose, described a Trust that generally has authority to elect and remove a board majority, and acknowledged that safety can involve tradeoffs with commercial and competitive goals. Those are concrete claims worth examining, not proof of successful accountability. The harder test is what happens when honoring the stated purpose has consequences. The filing puts the rules in the cabinet; accountability is what happens when someone has to use them.

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    The Government Can Buy Data That Would Make a Warrant Fight Awkward

    ByHolden McGroin

    Buying data is not opening your phone

    Government surveillance stories can arrive wearing a trench coat labeled “they can see everything.” The real policy here is narrower—and still worth scrutinizing. The Intelligence Community’s 2024 framework covers certain commercially available information: data sold or licensed by companies. That is not the same as officials simply accessing anyone’s phone. It is also distinct from information obtained through compulsory legal process. Those are different ways of obtaining information, not interchangeable descriptions of one power.

    The policy has a defined audience

    The framework sets principles for Intelligence Community elements accessing, collecting, and processing commercially available information. It does not automatically govern every federal law-enforcement agency. That scope matters. A document concerning government data use is not a universal permission slip stamped by the entire federal bureaucracy. The corkboard can connect dots; it cannot make separate agencies the same agency.

    Nor does the framework, by itself, settle whether a particular use of data is lawful under the Constitution or when a warrant may be required. The useful distinction is between what this policy says it covers and the wider legal questions that can arise around government access to information.

    Sensitive data, stated safeguards

    ODNI’s 2026 report discusses sensitive categories of commercially available information, reported uses, and safeguards the Intelligence Community says apply. The point is not that every product or purchase is identical; it is that “commercial” does not mean “harmless.” Data sold through business channels can still raise serious privacy questions when it is sensitive and used by government.

    The report offers a public account of the Intelligence Community’s stated approach. It does not establish that every possible purchase is appropriate, nor does describing safeguards answer every question about how data is selected, used, or overseen. A policy framework can make rules more visible without making the underlying data less sensitive.

    The transparency gap is the other story

    In a November 5 article, Lawfare argues that federal law-enforcement agencies have not provided comparable public frameworks or reporting on data buying. That is Lawfare’s assessment; it is not a finding that every agency operates without rules. But it raises a practical oversight question: if the public cannot readily see what data is purchased, how sensitive it is, and what limits apply, it is harder to assess whether the safeguards are meaningful.

    Follow the thread, check the knot

    So the 2024 framework does not say officials can casually browse everybody’s phone. And the existence of a commercial data market does not make government use automatically benign. The important questions are more specific: what information can agencies buy or license, how is it used, what safeguards apply, and what can the public inspect? ODNI’s documents provide a window into the Intelligence Community’s stated approach. Lawfare says the public view is much less clear for federal law enforcement. Ordinary people deserve more than a rumor with a ring light on one side and an unmarked policy binder on the other.

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    Elvis and Eminem’s Rights Holders Take Suno to Court Over AI Music

    ByAmanda Lynn

    Elvis Presley’s rights holders and Eminem publisher Eight Mile Style filed separate lawsuits against AI music generator Suno on November 6 in the U.S. District Court for the Northern District of California. Both cases raise an unglamorous but essential question: who, if anyone, authorized the uses alleged? The filings concern different rights issues, and neither is a court finding. The song may be the fun part; authorization is the paperwork nobody wants to sing.

    One case centers on Elvis’s voice and likeness

    The Presley plaintiffs allege that Suno used Presley’s voice and likeness without authorization. Their complaint also brings copyright claims and invokes Tennessee’s ELVIS Act, a state law concerning unauthorized use of a person’s name, image, voice, or likeness. That is the plaintiffs’ legal theory in this case—not a ruling that the law applies here or a preview of how a judge will decide it. The Los Angeles Times reported on the filing and the act, while the complaint lays out the allegations themselves.

    That distinction matters because AI-generated sound can raise more than one kind of rights question. A voice-and-likeness claim is not automatically the same thing as a claim about a song’s composition. The Presley complaint brings both kinds of claims, but the filing does not establish that Suno did what the plaintiffs allege. Courts will have to sort the claims from the evidence, which is less like a dramatic encore and more like a very long sound check.

    Eight Mile Style brings a separate composition dispute

    Eight Mile Style’s lawsuit is a separate case. The publisher alleges infringement involving musical compositions it says it controls. That is the central distinction: this complaint concerns claimed rights in compositions, rather than the Presley plaintiffs’ voice-and-likeness allegations. The two complaints should not be blended into one mega-lawsuit just because both name Suno and involve AI music. Music rights are a stack of permissions, not one enormous backstage wristband.

    Suno disputes the allegations, according to the Los Angeles Times. For listeners, artists, songwriters, and publishers, the cases put a real industry question into the courtroom: what kind of authorization is needed when a tool generates music that may involve someone’s voice or protected compositions? The answer is not settled by the filing of a complaint, and the Northern California venue does not itself signal a local music-market impact. For now, the useful takeaway is simple: these are two active disputes with different claims, not a court-approved rulebook for AI music. The technology can generate a chorus quickly; permission still has to be worked out the old-fashioned way, with people arguing over who owns what.

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    Google’s School AI Settings Put Search in the Same Control Panel

    ByLee Keybum

    For schools deciding whether students should use new AI learning tools, Google’s announced account settings come with a reported complication: keeping AI off may also mean losing Google Search for students using school accounts. That is the practical question administrators will have to sort out—not whether a chatbot can produce a worksheet in the tone of a substitute teacher having a long day.

    Google says administrators are in control

    In an announcement on November 3, Google described updates to its education products, including new Guided Learning features and controls for K–12 accounts. The company says specified products, including Search, will be off for student accounts until administrators enable them. Google presents the controls as giving schools a say over which tools students can use.

    That is a useful promise, provided the switches let schools make the choices they actually want. The practical issue is not simply whether a school can turn products on or off. It is whether administrators can keep ordinary Search available while declining the AI features—a distinction that matters to a school setting rules for students, not just configuring a menu.

    The reported tradeoff

    The Associated Press and Education Week report that schools choosing to keep AI off cannot also keep Google Search available through those student accounts. That is a narrower claim than saying Google is removing Search everywhere: the reported issue concerns school-managed student accounts and how the school settings work. It also does not mean every school will configure its accounts alike. But for administrators who want Search access without the AI features, the reported choice deserves a close look.

    Google’s announcement and the reporting describe different parts of the same control panel. Google says specified products start off until administrators enable them; AP and Education Week report that opting out of AI altogether may also take Search off the table for students. For a school, that can turn a policy decision into an awkward meeting: “We’d like the research tool, but not the AI feature” is a reasonable sentence, not a request for the cloud to perform interpretive dance.

    What families should know

    Education Week reports that the changes are expected to begin early next year, so this is not a setting that has already changed across schools. Families should distinguish school-managed accounts from students’ personal Google accounts; the reported tradeoff concerns school accounts, not a general restriction on personal use. The reporting does not establish that Search is the only option for students or schools. The specific question is whether Google’s controls let a school reject AI features while keeping Search available in the accounts it manages.

    That leaves administrators with a concrete issue to review before the expected rollout: whether the settings match the school’s intended policy, and what students using school accounts will be able to access. A control panel is only empowering when its controls match the choices people came to make. Otherwise, the login ate my afternoon—and brought a curriculum committee.

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    FTC Says Toast’s Restaurant Software Contracts Could Make Cancellation Costly

    ByLee Keybum

    The Federal Trade Commission and state co-plaintiffs sued restaurant-software company Toast on October 29, alleging that customers were not clearly told about certain fees and could face hurdles and costs when canceling subscriptions. For a restaurant operator trying to leave software tied to daily operations, “cancel” is a pretty important button. The plaintiffs say it may have come with an obstacle course attached.

    Leaving may take more than a click

    According to the FTC’s announcement and the complaint, customers seeking to cancel could be required to take multiple steps, provide written notice and pay early-termination fees. The plaintiffs also allege that Toast’s fee disclosures did not make the costs clear enough. These are allegations in a newly filed lawsuit, not findings by a court.

    The practical question is straightforward: what does a business have to do, and what might it owe, if it wants to stop using a service? For a restaurant, software may be part of day-to-day operations, so leaving can involve more than clicking a button. The complaint puts the terms of that exit under scrutiny. It alleges a gap between how fees and cancellation were presented and what customers encountered; Toast disputes the case.

    That distinction matters for readers trying to understand the lawsuit. The FTC and the states have made claims that must still be tested in court. The complaint describes the plaintiffs’ account of the company’s practices; it does not establish that every customer had the same experience or that a court has found Toast liable.

    One example, not a standard bill

    The FTC cites one customer who allegedly faced a $5,318.87 early-termination fee. That is an example described by the agency, not evidence that every Toast customer was charged that amount or that it is a standard fee. A specific allegation can show what may be at stake without becoming a universal price tag.

    Toast denies the allegations and, as Restaurant Business reported, says it intends to defend itself. That response belongs alongside the plaintiffs’ claims. The lawsuit has not established that the company violated the law, and the allegations should not be mistaken for a court’s conclusion.

    The real test is the exit

    Subscription terms matter when a customer tries to leave. For a small business evaluating software, the terms can include more than the recurring charge: notice requirements, contract length and possible termination fees also matter. That is a practical point, not a verdict on Toast. The login ate my afternoon; the contract should not get to eat the rest of the month, too.

    The FTC and state co-plaintiffs say Toast’s disclosures and cancellation process failed customers. Toast says it will defend itself. For now, the case is a dispute over what customers were told and what they allegedly faced when trying to cancel—not a settled ruling. The fine print is rarely the most exciting part of running a restaurant. It can still be the part that matters when it is time to move on.

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    The Pentagon Watchdog Sends the Starlink Question to Another Desk

    ByHugh Jass

    The Pentagon inspector general received a request to investigate reported Starlink and Starshield disruptions affecting Ukraine and pointed the senators toward the Air Force. The watchdog did not take up the requested investigation. It was a procedural handoff, not a finding about who caused anything. Still, the paperwork has moved: AP reported the response on October 28, and a separate Senate inquiry is seeking information from both the Defense Department and SpaceX.

    What the senators want examined

    The bipartisan request, led by Senators Jeanne Shaheen and Thom Tillis, asked the inspector general to examine a precise and consequential question: whether U.S. officials directed, authorized, approved, or knew in advance about changes affecting Ukraine’s access to Starlink. Those are questions for an investigation, not established facts. The distinction matters. A question printed on congressional letterhead remains a question, even when the letterhead is very good at making paper look like it knows something.

    According to AP, the inspector general said the concerns were better addressed by the Air Force and declined the requested investigation. That referral does not establish that the Air Force made or approved changes, nor does it answer what U.S. officials knew. It tells us where the watchdog thinks the issue should be handled next. In the records room, that is movement—but not resolution. The file has changed desks; the contents have not magically become findings.

    A separate inquiry, with a deadline

    Senator Richard Blumenthal announced a separate inquiry seeking information from the Defense Department and SpaceX. His announcement sets November 5, 2026, as the deadline for written responses. As of November 2, that deadline is still ahead. The inquiry therefore represents a request for records and answers, not evidence that either recipient has responded or that the questions have been settled.

    The two efforts should not be folded into one grand investigative machine. Shaheen and Tillis asked the Pentagon inspector general to investigate; that office declined and referred the concerns to the Air Force. Blumenthal’s inquiry is separately seeking information from the department and the company. The Senate releases document what lawmakers asked for, while AP reports the watchdog’s response. None of that, on its own, tells the public who made the relevant decisions, what authority applied, or whether anyone had advance knowledge.

    That is the uncomfortable center of the story: the unresolved issue is not merely which office owns the folder, but how decisions affecting access to a privately operated communications service were made and what government officials knew. Oversight is supposed to make that chain visible to the public. For now, the record establishes a referral, two congressional efforts, and a deadline approaching. The document coughed. The answer has not.

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    The Chip Industry Didn’t Start on Wall Street. Public Investment Helped Build It.

    ByPhil McCracken

    The chip industry’s origin story has a public line item: Pentagon demand, NASA’s need for high-performance chips, and research across universities and federal labs helped establish conditions for the semiconductor age. That is not the same as saying government invented every company or personally soldered every transistor. It does mean the story of private genius should leave room for the public groundwork that helped make the market possible.

    Later, Intel, AMD, and Nvidia became private-sector giants, and the applause tends to follow the companies into the room. Fair enough: firms scaled, competed, and built products. But taxpayers helped pay for part of the runway. In Phil McCracken’s invoice audit, the public gets a line in the acknowledgments; shareholders get the launch party. Voters deserve both sides of the receipt.

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    GSA’s Google Drive Had 116 Sensitive Files Shared Agency-Wide

    ByHugh Jass

    The filing cabinet has cleared its throat: a General Services Administration inspector general audit found 116 files containing controlled unclassified information shared with all GSA users. That means agency-wide access—not public access on the internet. The distinction matters. So does the fact that the audit found information that should have had tighter controls where it did not belong.

    A search, not a census

    The GSA Office of Inspector General examined a drive containing about 2.5 million documents. Its search used 39 keywords and judgmental sampling, and it looked only at documents shared with all users. The team tested nine of 23 controlled unclassified information categories. The report explicitly says its results cannot be projected to the full drive. In other words, 116 is a documented finding in a limited search, not a measured exposure rate for millions of files. The paperwork has numbers; it does not have permission to pretend they mean more than they do.

    The alarm system had gaps

    The audit also found weaknesses in GSA’s ability to detect this kind of improper sharing. The agency had not completed a review of search terms, and an optical-character-recognition feature—which can help find text inside scanned documents—had not been implemented. Those are not proof that more files were exposed. They are reasons the search-and-detection process may not have been as dependable as it needed to be. A security tool that is still waiting to be implemented is less a guard dog than a very formal memo about a future guard dog.

    This was not the OIG’s first visit to the subject. The report describes earlier oversight concerns dating to 2014, findings in 2015 through 2017, and another in 2025. It makes seven recommendations. GSA’s chief information officer concurred with them, according to the report. Concurrence is a useful entry in the record; implementation and effective controls are the part that has to survive contact with daily operations.

    What the finding does—and does not—say

    The OIG’s finding of improper agency-wide access should not be blurred into a claim that the files were exposed outside the agency. FedScoop separately reported GSA’s statement that its review found no indication of external exposure or malicious intent. The OIG audit does not establish that anyone accessed, stole, or misused the files. It does identify files containing personal information and sensitive building-security material, which gives the access-control failure a human edge without proving that anyone suffered a specific harm.

    People whose information or safety depends on federal records handling do not need every document to be public for a control failure to matter. Agency-wide sharing is a real access problem even when there is no evidence of outside access. The audit gives readers a bounded warning and a paper trail: a limited search, gaps in detection, a history of oversight concerns, and seven recommendations accepted by the CIO. The next accountability question is whether GSA puts those controls in place—and whether they work. Hugh will be in the records room, listening for the filing cabinet to answer.

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    Meta Delays Its New Commercial Terms After Publishers Raise AI-Use Concerns

    ByLee Keybum

    Meta says it will keep consulting industry groups and business leaders before implementing proposed commercial terms that have drawn concern from publishers and digital advertisers. Reuters reported on October 28 that Meta gave no firm new implementation date. The proposed terms have not taken effect, so this is a delay in a dispute over wording—not evidence that Meta is already using content under the proposal.

    The calendar moved; the question did not

    The planned start date had already shifted from October 30 to November 20. Meta said consultation could continue beyond November 20, while existing terms remain in place in the meantime. That gives businesses more time before any change, but it does not settle what the proposed language means. In platform time, “we’re still talking” is both a pause and a reminder that the meeting invite belongs to the platform.

    There is no reported replacement date to circle on the calendar. The immediate change is procedural: Meta says it will continue consulting before moving ahead. For businesses trying to plan around platform rules, that leaves the central question open even as the deadline recedes.

    What publishers are worried about

    Publishers and digital advertisers have raised concerns that the terms could permit broad use, for AI services, of website content linked to business accounts. The News/Media Alliance has asked Meta to withdraw the proposed terms, and Nieman Lab has reported on the continuing disagreement over how the language could apply. Those are concerns about what the wording might allow—not confirmation that Meta has adopted or exercised those rights.

    That distinction matters because a proposed term, an interpretation of its possible reach, and a company’s actual use of content are not interchangeable facts. The current story is about the wording and what different parties think it could mean, not a finding that Meta has begun using business-linked website material in the way critics fear.

    Meta disputes that reading

    Meta rejects the interpretation that its proposed terms would grant the broad content-use permission critics fear. That disagreement matters: a company’s explanation and a customer’s reading of the terms can both be part of the story, but neither turns the disputed interpretation into settled policy. For now, Meta says it is consulting and the existing terms stay in force. The question of what content could be covered if the proposal moves ahead remains unresolved to the satisfaction of critics.

    The fine print has a power imbalance

    A business that relies on a large platform may have little appetite for treating every terms update like a weekend seminar in contract interpretation. The platform controls the proposed wording; the business has to work out what it means for its online presence and the content connected to its account. That is the Terms of Surrender feeling—not because the disputed permission is already in use, but because businesses are being asked to plan around language that is still being argued over.

    The useful takeaway is modest: the rollout is delayed, existing terms remain in place, and the disagreement is unresolved. More consultation is better than a surprise switch, but a calendar extension is not clarity. The next meaningful step will be whether the final language makes its boundaries understandable to the businesses expected to live with it.

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