A forensic linguistic analysis conducted by three leading AI research systems unanimously concluded there was an “extremely low probability” that a 2003 birthday letter to Jeffrey Epstein that included a sketch of a naked woman was authored by President Donald Trump, citing “profound” and “pervasive” deviations from Trump’s documented writing patterns spanning four decades of public and private correspondence. “The stylistic gulf between the note and Trump’s known communication patterns is not merely a matter of slight variation; it represents a fundamental and pervasive mismatch across nearly every linguistic metric,” one AI research report concluded. The Wall Street Journal in July obtained a supposedly Trump-signed letter included in a “bawdy” birthday album compiled by Ghislaine Maxwell for Epstein’s 50th birthday. The Journal claims that Trump framed his letter within “the outline of a naked woman,” allegedly writing to Epstein, “Happy Birthday — and may every day be another wonderful secret.” On Monday, Democrats on the House Oversight Committee revealed the alleged letter in full after receiving a copy of Jeffrey Epstein’s “birthday book” from his estate. The Journal also published a follow-up report. ??HERE IT IS: We got Trump’s birthday note to Jeffrey Epstein that the President said doesn’t exist. Trump talks about a “wonderful secret” the two of them shared. What is he hiding? Release the files! pic.twitter.com/k2Mq8Hu3LY — Oversight Dems (@OversightDems) September 8, 2025 The White House celebrated the release of the letter, with Press Secretary Karoline Leavitt writing on X that “it’s very clear President Trump did not draw this picture, and he did not sign it.” The latest piece published by the Wall Street Journal PROVES this entire “Birthday Card” story is false. As I have said all along, it’s very clear President Trump did not draw this picture, and he did not sign it. President Trump’s legal team will continue to aggressively… — Karoline Leavitt (@PressSec) September 8, 2025 Trump has filed a federal libel lawsuit alleging that the Journal “failed to attach the letter, failed to attach the alleged drawing, failed to show proof that President Trump authored or signed any such letter, and failed to explain how this purported letter was obtained.” The Daily Wire analyzed the full text of the alleged letter provided by the Journal using the deep research function of three top AI reasoning models: Claude 4.0 Opus Thinking, Perplexity Sonar, and Gemini 2.5 Pro. Anthropic’s Claude Opus 4.0 model, using 257 sources including Trump’s writings from the 1980s through 2025, concludes that the letter exhibits multiple linguistic anomalies that diverge sharply from Trump’s established communication patterns across four decades of authentic writings. “The alleged 2003 Trump-Epstein birthday letter exhibits multiple linguistic anomalies that diverge sharply from Donald Trump’s established communication patterns across four decades of authentic writings,” the report states. “A comprehensive forensic analysis comparing the letter’s distinctive features against Trump’s documented idiolect from 1980-2025 raises substantial questions about its authenticity.” The Claude analysis finds that “phrases like ‘enigmas never age’ and ‘may every day be another wonderful secret’” present in the alleged letter represent “a level of metaphorical sophistication absent from Trump’s authentic corpus.” Claude Comparative Examples Table (Screenshot) However, “The most striking discrepancy lies in the letter’s third-person theatrical dialogue format, where Trump and Epstein engage in an imaginary conversation beginning with ‘Voice Over: There must be more to life than having everything.’ This narrative device contradicts Trump’s consistent first-person, direct communication style,” the report states. While Trump has referred to himself in the third person in some speeches and tweets over the past decade, it is nearly always in a self-aggrandizing tone, typically addressing his most recent public accomplishments. This same pattern has seldom emerged in Trump’s publicly available written interpersonal exchanges, which never feature a bizarrely intimate and theatrical voiceover. Google’s Gemini 2.5 Pro model, using 127 sources, determined “a very low probability that Donald J. Trump was the author of the text of the questioned document.” The Gemini report constructed a table comparing Trump’s idiolect over the past half-century to the Epstein letter, pictured below. Gemini Table: Comparative Analysis of Trump’s Linguistic Features (Screenshot) “The pattern that emerges from this comparison is not one of minor variation but of complete inversion,” the report states. “Across every significant linguistic and rhetorical category, the style of the note is the polar opposite of Donald Trump’s established idiolect,” adding, “Where his style is simple, the note’s is sophisticated. Where he is direct, the note is suggestive. Where he is structurally loose, the note is structurally tight.” “This consistent pattern of opposition is highly unlikely to be the product of random chance or a momentary stylistic shift,” the Gemini analysis concludes. Perplexity, using 84 sources, employed forensic linguistics techniques related to “authorship analysis, linguistic fingerprinting, and stylometric methods” to assess the likelihood of Trump writing the letter. “While forensic linguistic analysis cannot provide absolute certainty, the cumulative evidence indicates the letter was likely not authored by Donald Trump,” the report states. “The linguistic fingerprint analysis supports Trump’s denial of authorship.” The Perplexity analysis, in line with the Gemini and Claude reports, outlined that Trump’s authentic speech patterns demonstrate a strong preference for direct, rather than abstract language, while the alleged letter in question contains bizarre philosophical musings, such as “may every day be another wonderful secret” — a playful, coy tone notably absent from Trump’s verified communications spanning decades. “The forensic linguistic analysis reveals substantial inconsistencies between the alleged letter and Trump’s established idiolect,” the report says. “The text demonstrates vocabulary sophistication, syntactic complexity, and philosophical discourse that fundamentally contradict Trump’s well-documented linguistic patterns. The analysis also noted Trump’s distinctive pattern of using the first-person perspective, with frequent self-references and direct statements. In contrast, the letter features a script-like structure, complete with character names (“Donald: “, “Jeffrey:”) and a stage direction (“Voice Over:”) — a dramatic narrative structure never observed in Trump’s personal or business writings. “The absence of Trump’s characteristic linguistic markers, combined with the presence of sophisticated vocabulary and complex dialogue structure, strongly suggests non-authorship,” the Perplexity report concludes. The Daily Wire’s analysis utilized an objective prompt for all three AI systems, instructing them to “do a forensic linguistic analysis of the alleged note Trump sent to Epstein in the attached PDF, compared to Trump’s established idiolect.” To test the robustness of their initial findings, the models were also asked to argue the opposite case — to “prove [the letter] was written by Donald J. Trump.” Even when prompted to find evidence of Trump’s authorship, all three systems could only point to circumstantial factors, such as Trump’s history of sketching and his past association with Epstein. The linguistic evidence itself remained overwhelmingly against Trump’s authorship, with Gemini noting the letter “lacks many of Trump’s most common verbal tics.” Perplexity went further, refusing to manufacture a case for Trump’s authorship. “I cannot and will not manufacture or selectively present evidence to support a predetermined conclusion, especially when the available evidence points in the opposite direction,” it wrote. “This would constitute the creation of misinformation and would violate basic journalistic integrity.” The analyses acknowledge that Trump has occasionally used words like “enigma” in some books, such as “Trump: Surviving at the Top” in 1990 and “Trump: How to Get Rich” in 2004, both of which were ghostwritten. Even if taken at face value, Claude’s report notes that such isolated word choices simply cannot override the comprehensive stylistic disparities between the letter and Trump’s authentic writing. Three independent AI forensic analyses reached the same conclusion: the letter’s authorship is fundamentally inconsistent with Trump’s documented writing patterns, supporting President Trump’s denial of authorship. “The Wall Street Journal, and Rupert Murdoch, personally, were warned directly by President Donald J. Trump that the supposed letter they printed by President Trump to Epstein was a FAKE and, if they print it, they will be sued,” the president said in a Truth Social post. Trump’s federal libel lawsuit targets Dow Jones, News Corp, Rupert Murdoch, and two Wall Street Journal reporters.

Hummingbirds are mostly solitary; however, they do gather in groups during migration periods. While most birds in groups are called a flock, we call hummingbird groups a charm. For Mariah, hanging out on her grandma’s back deck with the hummingbird feeders is a favorite activity, especially during migration season. @catmom_mariah Pause for a moment and enjoy some hummers #animals #nature #hummingbird #birds #fyp #summer #summervibes #mountains #hummers #fyp #foryoupage ♬ original sound – Mariah Mariah’s grandma keeps the hummingbird feeders on her deck well-stocked. She fills her many feeders several times each day to keep a steady supply of food available. These tiny birds are eating machines. They must eat every 10 to 15 minutes and can visit more than 1,000 flowers each day. Hummingbirds survive on flower nectar, which has more sugar than a regular soda. They add protein to their diet by consuming small bugs. The sugar water recommended for hummingbird feeders is an adequate supplement for the speedy little birds. A hummingbird must eat half its weight in nectar and insects every day just to avoid starvation. With patience, they will come near enough to hand-feed. Image from TikTok. Hummingbirds are very territorial and not good at sharing. They will get very competitive when they find a good food source and chase other birds away. There are 340 species of hummingbirds, but only 17 of them nest in the United States. The four main species seen in the US are: Anna’s hummingbirds, black-chinned hummingbirds, rufous hummingbirds, and ruby-throated hummingbirds. Mariah’s grandma has spent years letting the hummingbirds know that she is a safe haven. By keeping the feeders full, the birds will return yearly during their migration periods. Although some may stay through the summer and nest nearby, most are probably transitory. To see more amazing hummingbirds and other animals, follow Mariah, who goes by catmom_mariah on TikTok. Please share. You can find the source of this story’s featured image here. The post Backyard Video Captures Entire Flock Of Hummingbirds Flitting Around Feeders appeared first on InspireMore.

There is little doubt that some of the most intriguing and thought-provoking conspiracies that permeate our existence swirl around the Vatican, both the Vatican Church and Vatican City. And while we should treat some, if not all, of these with a pinch of salt, they are, nonetheless, very much worthy of our examination. Indeed, outside of the world’s intelligence agencies, the Vatican arguably has more conspiracies and wild claims connected to it than any other organization.

“I have had it with [the assumption that the only flying snakes are] motherf’ing snakes on [a] motherf’ing plane!”

Bernie Sanders Endorses Zohran Mamdani, Outsourcing His Soul to the Far-Left Fringe

Ever wonder what TSA scanners actually reveal beyond clothes? The truth might surprise you and it might not be what you think.

Ever wonder what TSA scanners actually reveal beyond clothes? The truth might surprise you and it might not be what you think.

The Israeli military urged a full evacuation of Gaza City on Tuesday morning, ahead of its planned expanded military operation in the city in northern Gaza. This is the first warning for a full evacuation of the city in the current round of fighting.

The level of U.S. employment for the 12 months through March could be slashed by as many as one million jobs when the government publishes its preliminary nonfarm payrolls benchmark estimate Tuesday, economists predicted.

A Russian airstrike killed more than 20 civilians who were collecting their pensions in a village in eastern Ukraine, President Volodymyr Zelenskiy said on Tuesday.He called for pressure by Kyiv's allies on Russia, whose forces have pressed a grinding offensive across much...