[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"cms-topics":3,"$f3d5m7az8gu613":34},[4,13,20,27],{"slug":5,"name":6,"intro":7,"introText":8,"seoTitle":6,"seoDescription":9,"essayCount":10,"indexable":11,"path":12},"trust-as-infrastructure","Trust as Infrastructure",null,"Signals, systems, networks, time, and resilience - and how they build on each other. The conventional wisdom on trust is wrong. This is the correction. Each article breaks down one assumption about authenticity, credibility, or signals... and rebuilds it from the ground up. Strategy for leaders who need credibility to actually hold.","The conventional wisdom on trust is wrong. This is the correction. Strategy for leaders who need credibility to actually hold.",19,true,"\u002Fwriting\u002Ftrust-as-infrastructure",{"slug":14,"name":15,"intro":7,"introText":16,"seoTitle":15,"seoDescription":17,"essayCount":18,"indexable":11,"path":19},"human-in-the-loop","Human in the Loop","AI won't replace your expertise. It will expose whether you had any. Personal essays from the professional middle: the judgment calls, identity questions, and uncomfortable moments that don't show up in the frameworks. For practitioners navigating the AI transition without a script.","AI won't replace your expertise. It will expose whether you had any. For practitioners navigating the AI transition without a script.",9,"\u002Fwriting\u002Fhuman-in-the-loop",{"slug":21,"name":22,"intro":7,"introText":23,"seoTitle":22,"seoDescription":24,"essayCount":25,"indexable":11,"path":26},"craft","Craft","The gap between what you intend to signal and what your audience actually receives is where trust dies. Practical reads on the visible layer: what your clients, readers, and critics see when they look, and how the thing got made that way. Because the strategy is only as good as what shows up on the other side.","The gap between what you intend to signal and what your audience actually receives is where trust dies. Practical reads on the visible layer, and how the work gets made.",12,"\u002Fwriting\u002Fcraft",{"slug":28,"name":29,"intro":7,"introText":30,"seoTitle":29,"seoDescription":31,"essayCount":32,"indexable":11,"path":33},"creative-technology","Creative Technology","Most of the interesting work happens at the seams between industries. The real-time engines built for games turn out to be what the water sector needed. Generative AI makes more sense as an org chart than as math. Notes from thirty years of pointing new tools at old problems, and watching what happens when someone aims them wrong.","Where new tools meet old problems. Real-time engines for the water sector, generative AI as an org chart, and how to aim technology at the right target.",5,"\u002Fwriting\u002Fcreative-technology",{"essay":35,"related":398},{"slug":36,"title":37,"subtitle":38,"excerpt":39,"publishAt":40,"topic":41,"heroId":42,"path":43,"body":44,"bodyText":232,"seoTitle":233,"seoDescription":234,"canonicalUrl":7,"dateUpdated":7,"citations":235},"linkedin-coworkers-verification","LinkedIn just turned your coworkers into its verification layer","A vouch proves you shared an office with someone. LinkedIn is about to hand it to recruiters' software as a sign of quality.","LinkedIn now asks colleagues to confirm colleagues. The check is hard for a bot farm to fake, and blind to whether you were any good.","2026-11-12T13:00:00.000Z",{"slug":14,"name":15},"d70a40b3-ff0c-4ef3-9db8-a0be7046d7b7","\u002Fwriting\u002Fhuman-in-the-loop\u002Flinkedin-coworkers-verification",{"type":45,"children":46},"root",[47,55,60,65,70,77,82,87,92,97,113,118,123,128,133,138,144,149,154,159,164,178,184,189,194,199,204,216,222,227],{"type":48,"tag":49,"props":50,"children":51},"element","p",{},[52],{"type":53,"value":54},"text","The prompt is small, innocuous, and polite. A face you haven't thought about in years from a company you both left, and a question: did you work with this person? It was some time ago, but you still remember the desk by the window, maybe the fancy coffee machine. You tap yes. Nothing in the exchange asks whether they were any good at the job.",{"type":48,"tag":49,"props":56,"children":57},{},[58],{"type":53,"value":59},"That tap is LinkedIn's newest answer to a problem AI made cheap. A convincing professional profile used to take effort: a believable career arc, a photo, a few years of posts.",{"type":48,"tag":49,"props":61,"children":62},{},[63],{"type":53,"value":64},"Now one model writes the arc and another makes the face, and Gartner forecasts that by 2028, \"1 in 4 candidate profiles worldwide could be fake.\" In a Gartner survey of three thousand job candidates, 6% said they'd taken part in interview fraud, posing as someone else or having someone pose as them. The 1-in-4 is only a forecast.",{"type":48,"tag":49,"props":66,"children":67},{},[68],{"type":53,"value":69},"LinkedIn announced its version on 23 September, and the company is careful to call it a test: \"we’re testing a new way to verify the workplace and educational experience of the people you've actually worked or studied with.\" It prompts verified members to confirm connections they worked or studied with, and once someone collects enough confirmations, a badge appears on their profile. LinkedIn doesn't say how many is enough. It does say more than 115 million members have already verified their identity or workplace, so the pool is large, though only members verified at the same workplace can confirm a colleague, and none of them is on the payroll.",{"type":48,"tag":71,"props":72,"children":74},"h2",{"id":73},"your-coworkers-are-the-infrastructure-now",[75],{"type":53,"value":76},"Your coworkers are the infrastructure now",{"type":48,"tag":49,"props":78,"children":79},{},[80],{"type":53,"value":81},"Peer verification moves the check from documents to people. An ID proves a person exists, and a work email proves someone can open an inbox. A vouch asks a third party with a verified account of their own to say the two of you shared an office or a classroom. LinkedIn's FAQ says a verification can come \"without independent review by LinkedIn or confirmation by the relevant employer or educational institution.\"",{"type":48,"tag":49,"props":83,"children":84},{},[85],{"type":53,"value":86},"The proof lives in the network's memory of who worked where.",{"type":48,"tag":49,"props":88,"children":89},{},[90],{"type":53,"value":91},"The design is smarter than it looks from the tap. LinkedIn's help pages set the rules: the voucher must be a 1st-degree connection, verified at the same workplace, with overlapping dates there and two-factor authentication on, and must clear unspecified \"trust-based\" checks.",{"type":48,"tag":49,"props":93,"children":94},{},[95],{"type":53,"value":96},"That changes the economics of faking. In 2022, Stanford researchers found more than a thousand LinkedIn accounts that appeared to use computer-generated faces, and a 2025 study found existing detectors missed 42-52% of GPT-written profiles. A voucher's own verification at that employer is harder to fake than a profile.",{"type":48,"tag":49,"props":98,"children":99},{},[100,102,111],{"type":53,"value":101},"TechCrunch reports one more rule, a connection of at least a year. LinkedIn's own pages don't list it, though the FAQ adds that \"Additional eligibility requirements may apply.\" If the year is real, a fake network has to ",{"type":48,"tag":103,"props":104,"children":108},"a",{"href":105,"rel":106},"https:\u002F\u002Fandrewmarconi.com\u002Fwriting\u002Ftrust-as-infrastructure\u002Fai-can-fake-your-voice-but-not-your",[107],"nofollow",[109],{"type":53,"value":110},"stay alive for twelve months",{"type":53,"value":112}," before any of it can vouch for anything. Lucy Hall, whose SocialDay piece carries the same rule, puts the trade neatly: \"That time threshold makes vouching expensive for attackers but cheap for genuine colleagues.\"",{"type":48,"tag":49,"props":114,"children":115},{},[116],{"type":53,"value":117},"It also aims at a real gap. Email verification needs an employer with a working mail server, and plenty of jobs on resumes outlive the company that offered them. When the agency closed or the startup was bought and its domain switched off, a former colleague may be the only record left that you worked there.",{"type":48,"tag":49,"props":119,"children":120},{},[121],{"type":53,"value":122},"I have a job like that; I'm sure we all do. From 2004 to 2005 I worked at BKV (Bennett Kuhn Varner) in Atlanta. In 2018 it merged with three other agencies to form the DRUM Agency, with offices in Atlanta, Chicago and New York, and in April 2020 DRUM shut its doors. I'm still in touch professionally with people I worked with there.",{"type":48,"tag":49,"props":124,"children":125},{},[126],{"type":53,"value":127},"ERE reports that peer verification is meant for members who can't verify through the usual routes. The catch is in LinkedIn's rules: whoever vouches needs their own verification at that same workplace. If my old colleagues never verified before the shutdown, they probably can't get one now, and a job like mine may still fall through.",{"type":48,"tag":49,"props":129,"children":130},{},[131],{"type":53,"value":132},"What the rules miss is collusion. Nothing in the published rules stops a few real employees, verified at one company, from confirming a friend who never worked there, and no time threshold stops a ring that already passed it. Malwarebytes warns of a related risk, \"carefully constructed networks of fraudulent profiles.\"",{"type":48,"tag":49,"props":134,"children":135},{},[136],{"type":53,"value":137},"LinkedIn's FAQ says it \"may use detection systems\" to flag suspicious activity, and that confirmed abuse can cost a member their verifying privileges and the confirmations they already gave. It doesn't say how that detection works, or what its \"trust-based\" rules actually check.",{"type":48,"tag":71,"props":139,"children":141},{"id":140},"a-reference-call-with-one-question",[142],{"type":53,"value":143},"A reference call with one question",{"type":48,"tag":49,"props":145,"children":146},{},[147],{"type":53,"value":148},"A vouch confirms where you worked. Malwarebytes draws the line plainly: a vouch \"confirms an affiliation; it does not rate the person's ability or recommend them.\" That sets it apart from an endorsement, the older LinkedIn feature that recommends a person's skills. The badge says you were there.",{"type":48,"tag":49,"props":150,"children":151},{},[152],{"type":53,"value":153},"The vouch is the first question of a reference call, asked of thousands of people at once, with the rest of the call cut off. Did this person work here? Yes.",{"type":48,"tag":49,"props":155,"children":156},{},[157],{"type":53,"value":158},"The questions a hiring manager picks up the phone to ask never come up: would you work with them again, what were they like when the deadline moved, who cleaned up after them? Those answers were always the useful part of a reference and the expensive part, because someone had to know the candidate and say something true. The vouch keeps the cheap question and scales it beautifully.",{"type":48,"tag":49,"props":160,"children":161},{},[162],{"type":53,"value":163},"That leaves the question hiring needs answered sitting where it was. LinkedIn's own chief executive, Dan Shapero, said in September that employers are struggling to tell which applicants can do the work. A confirmed shared past has nothing to say about that.",{"type":48,"tag":49,"props":165,"children":166},{},[167,169,176],{"type":53,"value":168},"Neither does the person confirming it, who gives the vouch cheaply. LinkedIn sends the prompt and a tap answers it. Their name and photo may appear on the profile, and misuse can cost them their verifying privileges, but nothing follows if a real colleague turns out to be weak at the job. What ",{"type":48,"tag":103,"props":170,"children":173},{"href":171,"rel":172},"https:\u002F\u002Fandrewmarconi.com\u002Fwriting\u002Ftrust-as-infrastructure\u002Ftestimonials-are-dead-you-just-havent",[107],[174],{"type":53,"value":175},"a signal that cheap",{"type":53,"value":177}," is worth to the people relying on it is a separate argument, and a real one.",{"type":48,"tag":71,"props":179,"children":181},{"id":180},"november-puts-the-badge-in-front-of-the-agent",[182],{"type":53,"value":183},"November puts the badge in front of the agent",{"type":48,"tag":49,"props":185,"children":186},{},[187],{"type":53,"value":188},"The badge matters more this month because of where it's going. LinkedIn is rolling out Hiring Assistant 2, its recruiting agent, to its existing English-language customers in November, and HR Brew reports that the update brings \"new signals for recruiters in the hiring process related to candidate quality,\" with member verification among them. LinkedIn's own words are more careful.",{"type":48,"tag":49,"props":190,"children":191},{},[192],{"type":53,"value":193},"Its post says verification lets recruiters \"know if the person behind the profile is real,\" and it pitches connected apps, which show what members have done in the tools they use, at \"who's best qualified for the job.\" The badge still lands in one view beside the signals that are supposed to say whether someone's good, and it's going into recruiters' applicant tracking systems too.",{"type":48,"tag":49,"props":195,"children":196},{},[197],{"type":53,"value":198},"That placement is the risk. A recruiter facing a pool of thousands leans on the agent to narrow it, and the agent leans on whatever signals it's given.",{"type":48,"tag":49,"props":200,"children":201},{},[202],{"type":53,"value":203},"The badge was honest about what it proves when your former colleague tapped yes. Somewhere between that tap and a ranked shortlist, a fact about presence can start being read as a fact about quality, by software in a hurry and by a person trusting the software. How much weight Hiring Assistant 2 gives verification is something LinkedIn hasn't said.",{"type":48,"tag":49,"props":205,"children":206},{},[207,214],{"type":48,"tag":103,"props":208,"children":211},{"href":209,"rel":210},"https:\u002F\u002Fandrewmarconi.com\u002Fwriting\u002Fcraft\u002Fbadge-sells-you-ninety-percent",[107],[212],{"type":53,"value":213},"The badge itself",{"type":53,"value":215}," may not help whoever's reading it. Jackie Singh pointed out in July that one grey shield can stand for an ID check or a workplace, and you have to click to tell which. Whether a peer-confirmed job looks any different at a glance, I can't tell from LinkedIn's pages.",{"type":48,"tag":71,"props":217,"children":219},{"id":218},"reading-the-badge",[220],{"type":53,"value":221},"Reading the badge",{"type":48,"tag":49,"props":223,"children":224},{},[225],{"type":53,"value":226},"Read the badge as what it is: several colleagues' word that someone worked where they say, from people verified there themselves, with no employer checking. That's worth having on a network where Gartner expects a quarter of candidate profiles could be fake by 2028, and the rules make it harder to counterfeit at scale. When you're the one getting the prompt, the question in front of you is whether they worked there, and you can answer it honestly in a second, knowing your name may show up beside it.",{"type":48,"tag":49,"props":228,"children":229},{},[230],{"type":53,"value":231},"When you're the one hiring, the badge has answered the easy question for you, and the hard one still needs a call to somebody who watched them work.","The prompt is small, innocuous, and polite. A face you haven't thought about in years from a company you both left, and a question: did you work with this person? It was some time ago, but you still remember the desk by the window, maybe the fancy coffee machine. You tap yes. Nothing in the exchange asks whether they were any good at the job. That tap is LinkedIn's newest answer to a problem AI made cheap. A convincing professional profile used to take effort: a believable career arc, a photo, a few years of posts. Now one model writes the arc and another makes the face, and Gartner forecasts that by 2028, \"1 in 4 candidate profiles worldwide could be fake.\" In a Gartner survey of three thousand job candidates, 6% said they'd taken part in interview fraud, posing as someone else or having someone pose as them. The 1-in-4 is only a forecast. LinkedIn announced its version on 23 September, and the company is careful to call it a test: \"we’re testing a new way to verify the workplace and educational experience of the people you've actually worked or studied with.\" It prompts verified members to confirm connections they worked or studied with, and once someone collects enough confirmations, a badge appears on their profile. LinkedIn doesn't say how many is enough. It does say more than 115 million members have already verified their identity or workplace, so the pool is large, though only members verified at the same workplace can confirm a colleague, and none of them is on the payroll. Your coworkers are the infrastructure now Peer verification moves the check from documents to people. An ID proves a person exists, and a work email proves someone can open an inbox. A vouch asks a third party with a verified account of their own to say the two of you shared an office or a classroom. LinkedIn's FAQ says a verification can come \"without independent review by LinkedIn or confirmation by the relevant employer or educational institution.\" The proof lives in the network's memory of who worked where. The design is smarter than it looks from the tap. LinkedIn's help pages set the rules: the voucher must be a 1st-degree connection, verified at the same workplace, with overlapping dates there and two-factor authentication on, and must clear unspecified \"trust-based\" checks. That changes the economics of faking. In 2022, Stanford researchers found more than a thousand LinkedIn accounts that appeared to use computer-generated faces, and a 2025 study found existing detectors missed 42-52% of GPT-written profiles. A voucher's own verification at that employer is harder to fake than a profile. TechCrunch reports one more rule, a connection of at least a year. LinkedIn's own pages don't list it, though the FAQ adds that \"Additional eligibility requirements may apply.\" If the year is real, a fake network has to stay alive for twelve months before any of it can vouch for anything. Lucy Hall, whose SocialDay piece carries the same rule, puts the trade neatly: \"That time threshold makes vouching expensive for attackers but cheap for genuine colleagues.\" It also aims at a real gap. Email verification needs an employer with a working mail server, and plenty of jobs on resumes outlive the company that offered them. When the agency closed or the startup was bought and its domain switched off, a former colleague may be the only record left that you worked there. I have a job like that; I'm sure we all do. From 2004 to 2005 I worked at BKV (Bennett Kuhn Varner) in Atlanta. In 2018 it merged with three other agencies to form the DRUM Agency, with offices in Atlanta, Chicago and New York, and in April 2020 DRUM shut its doors. I'm still in touch professionally with people I worked with there. ERE reports that peer verification is meant for members who can't verify through the usual routes. The catch is in LinkedIn's rules: whoever vouches needs their own verification at that same workplace. If my old colleagues never verified before the shutdown, they probably can't get one now, and a job like mine may still fall through. What the rules miss is collusion. Nothing in the published rules stops a few real employees, verified at one company, from confirming a friend who never worked there, and no time threshold stops a ring that already passed it. Malwarebytes warns of a related risk, \"carefully constructed networks of fraudulent profiles.\" LinkedIn's FAQ says it \"may use detection systems\" to flag suspicious activity, and that confirmed abuse can cost a member their verifying privileges and the confirmations they already gave. It doesn't say how that detection works, or what its \"trust-based\" rules actually check. A reference call with one question A vouch confirms where you worked. Malwarebytes draws the line plainly: a vouch \"confirms an affiliation; it does not rate the person's ability or recommend them.\" That sets it apart from an endorsement, the older LinkedIn feature that recommends a person's skills. The badge says you were there. The vouch is the first question of a reference call, asked of thousands of people at once, with the rest of the call cut off. Did this person work here? Yes. The questions a hiring manager picks up the phone to ask never come up: would you work with them again, what were they like when the deadline moved, who cleaned up after them? Those answers were always the useful part of a reference and the expensive part, because someone had to know the candidate and say something true. The vouch keeps the cheap question and scales it beautifully. That leaves the question hiring needs answered sitting where it was. LinkedIn's own chief executive, Dan Shapero, said in September that employers are struggling to tell which applicants can do the work. A confirmed shared past has nothing to say about that. Neither does the person confirming it, who gives the vouch cheaply. LinkedIn sends the prompt and a tap answers it. Their name and photo may appear on the profile, and misuse can cost them their verifying privileges, but nothing follows if a real colleague turns out to be weak at the job. What a signal that cheap is worth to the people relying on it is a separate argument, and a real one. November puts the badge in front of the agent The badge matters more this month because of where it's going. LinkedIn is rolling out Hiring Assistant 2, its recruiting agent, to its existing English-language customers in November, and HR Brew reports that the update brings \"new signals for recruiters in the hiring process related to candidate quality,\" with member verification among them. LinkedIn's own words are more careful. Its post says verification lets recruiters \"know if the person behind the profile is real,\" and it pitches connected apps, which show what members have done in the tools they use, at \"who's best qualified for the job.\" The badge still lands in one view beside the signals that are supposed to say whether someone's good, and it's going into recruiters' applicant tracking systems too. That placement is the risk. A recruiter facing a pool of thousands leans on the agent to narrow it, and the agent leans on whatever signals it's given. The badge was honest about what it proves when your former colleague tapped yes. Somewhere between that tap and a ranked shortlist, a fact about presence can start being read as a fact about quality, by software in a hurry and by a person trusting the software. How much weight Hiring Assistant 2 gives verification is something LinkedIn hasn't said. The badge itself may not help whoever's reading it. Jackie Singh pointed out in July that one grey shield can stand for an ID check or a workplace, and you have to click to tell which. Whether a peer-confirmed job looks any different at a glance, I can't tell from LinkedIn's pages. Reading the badge Read the badge as what it is: several colleagues' word that someone worked where they say, from people verified there themselves, with no employer checking. That's worth having on a network where Gartner expects a quarter of candidate profiles could be fake by 2028, and the rules make it harder to counterfeit at scale. When you're the one getting the prompt, the question in front of you is whether they worked there, and you can answer it honestly in a second, knowing your name may show up beside it. When you're the one hiring, the badge has answered the easy question for you, and the hard one still needs a call to somebody who watched them work.","LinkedIn turned your coworkers into its verification layer","LinkedIn's answer to fake profiles is colleagues confirming colleagues, a check that proves a shared past and says nothing about skill.",[236,245,248,256,264,267,270,276,279,285,288,296,303,310,313,320,327,330,333,336,343,346,353,356,363,366,372,375,382,390],{"role":237,"relevance":238,"citation":239},"context","Gartner's forecast sizes the fake-profile pressure that LinkedIn's peer verification responds to.",{"rId":240,"title":241,"byline":242,"year":243,"url":244},"R5018","By 2028, 1 in 4 candidate profiles will be fake, Gartner predicts","Carolyn Crist",2025,"https:\u002F\u002Fwww.hrdive.com\u002Fnews\u002Ffake-job-candidates-ai\u002F757126\u002F",{"role":237,"relevance":246,"citation":247},"Self-reported interview fraud at 6% of 3,000 candidates shows the problem already exists today.",{"rId":240,"title":241,"byline":242,"year":243,"url":244},{"role":237,"relevance":249,"citation":250},"Malwarebytes backs the line about one model writing the career arc and another making the face.",{"rId":251,"title":252,"byline":253,"year":254,"url":255},"R5682","LinkedIn adds new checks for fake profiles and work histories","Pieter Arntz",2026,"https:\u002F\u002Fwww.malwarebytes.com\u002Fblog\u002Fnews\u002F2026\u002F09\u002Flinkedin-adds-new-checks-for-fake-profiles-and-work-histories",{"role":257,"relevance":258,"citation":259},"anchor","LinkedIn's own words establish that peer verification is a test, launched 23 Sep 2026.",{"rId":260,"title":261,"byline":262,"year":254,"url":263},"R5024","LinkedIn expands verification to help members and businesses build trust on and off LinkedIn","LinkedIn","https:\u002F\u002Fnews.linkedin.com\u002F2026\u002Flinkedin-launches-new-verification-features-to-build-professional-trust",{"role":257,"relevance":265,"citation":266},"The mechanism the essay describes: prompt, confirmation, badge, with no stated threshold.",{"rId":260,"title":261,"byline":262,"year":254,"url":263},{"role":237,"relevance":268,"citation":269},"LinkedIn's 115 million verified members size the wider pool that vouchers come from.",{"rId":260,"title":261,"byline":262,"year":254,"url":263},{"role":257,"relevance":271,"citation":272},"LinkedIn's own wording shows that nobody holding the records checks a peer verification.",{"rId":273,"title":274,"byline":262,"year":7,"url":275},"R5685","Verifications by your network on LinkedIn FAQ","https:\u002F\u002Fwww.linkedin.com\u002Fhelp\u002Flinkedin\u002Fanswer\u002Fa16667369",{"role":257,"relevance":277,"citation":278},"LinkedIn's published rules for vouchers, which the essay's economics of faking rest on.",{"rId":273,"title":274,"byline":262,"year":7,"url":275},{"role":257,"relevance":280,"citation":281},"The overlapping-dates rule comes from LinkedIn's help article and doesn't appear in its FAQ.",{"rId":282,"title":283,"byline":262,"year":7,"url":284},"R5679","Verifications by your network","https:\u002F\u002Fwww.linkedin.com\u002Fhelp\u002Flinkedin\u002Fanswer\u002Fa16259034",{"role":257,"relevance":286,"citation":287},"LinkedIn names these checks without saying what they examine.",{"rId":282,"title":283,"byline":262,"year":7,"url":284},{"role":237,"relevance":289,"citation":290},"Stanford's 2022 count shows fake faces on LinkedIn at scale, before LLM-written profiles arrived.",{"rId":291,"title":292,"byline":293,"year":294,"url":295},"R5697","That smiling LinkedIn profile face might be a computer-generated fake","Shannon Bond",2022,"https:\u002F\u002Fwww.npr.org\u002F2022\u002F03\u002F27\u002F1088140809\u002Ffake-linkedin-profiles",{"role":237,"relevance":297,"citation":298},"Gulati and colleagues measured how far LLM-written profiles get past detectors, on test data.",{"rId":299,"title":300,"byline":301,"year":243,"url":302},"R5696","Weak Links in LinkedIn: Enhancing Fake Profile Detection in the Age of LLMs","Apoorva Gulati, Rajesh Kumar, Vinti Agarwal, Aditya Sharma","https:\u002F\u002Farxiv.org\u002Fabs\u002F2507.16860",{"role":257,"relevance":304,"citation":305},"TechCrunch is the earliest report on file of the year rule, which LinkedIn's pages leave out.",{"rId":306,"title":307,"byline":308,"year":254,"url":309},"R5678","LinkedIn adds new tools to fight fake profiles and bogus work histories","Sarah Perez","https:\u002F\u002Ftechcrunch.com\u002F2026\u002F09\u002F23\u002Flinkedin-adds-new-tools-to-fight-fake-profiles-and-bogus-work-histories\u002F",{"role":257,"relevance":311,"citation":312},"LinkedIn's hedge leaves room for a year rule without confirming one.",{"rId":273,"title":274,"byline":262,"year":7,"url":275},{"role":257,"relevance":314,"citation":315},"Hall's analysis gives the case for the year rule, if the rule holds.",{"rId":316,"title":317,"byline":318,"year":254,"url":319},"R5028","LinkedIn turns colleagues into verification infrastructure as platform replaces documents with network proof","Lucy Hall","https:\u002F\u002Fsocialday.live\u002Ffeatures\u002Flinkedin-turns-colleagues-into-verification-infrastructure-as-platform-replaces",{"role":257,"relevance":321,"citation":322},"ERE's report says who the feature is for, which LinkedIn's same-workplace rule complicates.",{"rId":323,"title":324,"byline":325,"year":254,"url":326},"R5681","LinkedIn’s Hiring Assistant 2 Aims to “Just Be Smarter”","David Manaster","https:\u002F\u002Fwww.ere.net\u002Farticles\u002Flinkedins-hiring-assistant-2-aims-to-just-be-smarter",{"role":237,"relevance":328,"citation":329},"An independent security vendor expects abuse close to the collusion the essay describes.",{"rId":251,"title":252,"byline":253,"year":254,"url":255},{"role":257,"relevance":331,"citation":332},"LinkedIn's stated answer to misuse, which doesn't explain how detection works.",{"rId":273,"title":274,"byline":262,"year":7,"url":275},{"role":257,"relevance":334,"citation":335},"Malwarebytes draws the line between affiliation and skill that the essay's limit rests on.",{"rId":251,"title":252,"byline":253,"year":254,"url":255},{"role":237,"relevance":337,"citation":338},"LinkedIn's CEO names the hiring question that an affiliation vouch leaves unanswered.",{"rId":339,"title":340,"byline":341,"year":254,"url":342},"R5013","LinkedIn CEO says that job seekers are sending out 30% more applications than pre-pandemic—and it’s harder to ‘know who can actually do the job’","Emma Burleigh","https:\u002F\u002Ffortune.com\u002F2026\u002F09\u002F30\u002Flinkedin-ceo-dan-shapero-says-job-seekers-sending-out-30-more-applications-pre-pandemic-harder-know-who-can-do-job\u002F",{"role":257,"relevance":344,"citation":345},"The help article sets out the voucher's visible stake and the misuse penalty.",{"rId":282,"title":283,"byline":262,"year":7,"url":284},{"role":257,"relevance":347,"citation":348},"HR Brew files verification among candidate-quality signals in LinkedIn's recruiter agent.",{"rId":349,"title":350,"byline":351,"year":254,"url":352},"R5017","LinkedIn announces its next generation recruiter agent","Adam DeRose","https:\u002F\u002Fwww.hr-brew.com\u002Fstories\u002Flinkedin-announces-its-next-generation-recruiter-agent",{"role":237,"relevance":354,"citation":355},"The November rollout is why the piece runs in November.",{"rId":349,"title":350,"byline":351,"year":254,"url":352},{"role":257,"relevance":357,"citation":358},"LinkedIn's own framing of verification, narrower than HR Brew's candidate-quality label.",{"rId":359,"title":360,"byline":361,"year":254,"url":362},"R5684","Introducing Hiring Assistant 2: More Advanced Reasoning, Memory and Personalization to Deliver Better Candidate Results","LinkedIn Talent Solutions","https:\u002F\u002Fwww.linkedin.com\u002Fpulse\u002Fintroducing-hiring-assistant-2-more-advanced-ffdyf\u002F",{"role":257,"relevance":364,"citation":365},"LinkedIn places the skills question with connected apps, apart from verification.",{"rId":359,"title":360,"byline":361,"year":254,"url":362},{"role":257,"relevance":367,"citation":368},"The release puts verification in one view beside the other hiring signals.",{"rId":369,"title":370,"byline":262,"year":254,"url":371},"R5680","LinkedIn Announces Hiring Assistant 2, its Next Generation Hiring Agent, to Help Recruiters Deliver Stronger Hiring Outcomes","https:\u002F\u002Fnews.linkedin.com\u002F2026\u002Fhiring-assistant-2",{"role":237,"relevance":373,"citation":374},"The ATS point shows the badge reaching beyond LinkedIn's own recruiter agent.",{"rId":359,"title":360,"byline":361,"year":254,"url":362},{"role":237,"relevance":376,"citation":377},"Singh's July essay, from before peer verification, shows how little a shield says at a glance.",{"rId":378,"title":379,"byline":380,"year":254,"url":381},"R5683","The Impostor Got Verified. The Founder Couldn’t.","Jackie Singh","https:\u002F\u002Fwww.hackingbutlegal.com\u002Fp\u002Fthe-impostor-got-verified-the-founder",{"role":257,"relevance":383,"citation":384},"MediaPost dates the merger in Andrew's defunct-employer example.",{"rId":385,"title":386,"byline":387,"year":388,"url":389},"R5699","4 Agencies Unite To Form The Drum","MediaPost",2018,"https:\u002F\u002Fwww.mediapost.com\u002Fpublications\u002Farticle\u002F313674\u002F4-agencies-unite-to-form-the-drum.html",{"role":257,"relevance":391,"citation":392},"The only press record on file of the closure, and it rests on an anonymous tip.",{"rId":393,"title":394,"byline":395,"year":396,"url":397},"R5700","Layoffs and furloughs hit the advertising industry","Colin",2020,"https:\u002F\u002Freel360.com\u002Farticle\u002Flayoffs-and-furloughs-hit-the-advertising-industry\u002F",[399,408,417],{"slug":400,"title":401,"subtitle":402,"excerpt":403,"publishAt":404,"topic":405,"heroId":406,"path":407},"what-if-we-were-generic-all-along","What if we were generic all along, and AI only proved it?","Scarcity was always going to lose to something faster and cheaper. Specificity is the part a model can't reach.","A model that matches your work on the first try shows which skills were scarcity on loan. What's left is the part only you would make.","2026-10-29T12:00:00.000Z",{"slug":14,"name":15},"f39d1467-557c-4179-a747-754c0968a248","\u002Fwriting\u002Fhuman-in-the-loop\u002Fwhat-if-we-were-generic-all-along",{"slug":409,"title":410,"subtitle":411,"excerpt":412,"publishAt":413,"topic":414,"heroId":415,"path":416},"was-it-generative-ai-ohio-governor-spin","Was it generative AI? In Ohio's race for governor, the question itself is spin","A real video got waved off as AI and an altered photo got waved off as satire. Both were settled the same way: someone kept the original.","A real video got called AI and an altered photo got called satire. In Ohio's governor's race, both were settled by whoever kept the original.","2026-10-13T12:00:00.000Z",{"slug":14,"name":15},"426c0145-1136-4b55-a866-ea9ca86b4973","\u002Fwriting\u002Fhuman-in-the-loop\u002Fwas-it-generative-ai-ohio-governor-spin",{"slug":418,"title":419,"subtitle":420,"excerpt":421,"publishAt":422,"topic":423,"heroId":424,"path":425},"byline-floating-free-of-a-history","A byline floating free of a history is just a font","Two mastheads let fabricated writers through this year, and the byline was never what caught it.","A byline used to be proof enough. After two newsrooms ran fabricated writers undetected, what actually holds is a checkable history, not a name.","2026-10-06T12:12:00.000Z",{"slug":14,"name":15},"45a87ea1-63e1-41bc-a74e-daab7c3bd5f3","\u002Fwriting\u002Fhuman-in-the-loop\u002Fbyline-floating-free-of-a-history"]