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  <url><loc>https://thestochasticparrot.com/audits/trump-hegseth-firing-report</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-05T15:44:26Z</news:publication_date>
    <news:title>Thirteen of the fourteen frozen records carry the same presidential sentence — &quot;he&#x27;s doing a very good job&quot; — and then surround it with chopping blocks, fall guys, off ramps, and…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/lacore-south-carolina-flip</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-05T14:43:41Z</news:publication_date>
    <news:title>Eight frozen records cover South Carolina&#x27;s 1st. They differ on who says so — two name Decision Desk HQ, two say the AP has not projected, and two print &quot;projected&quot; with no…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/alabama-trans-lawmaker</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-05T10:20:03Z</news:publication_date>
    <news:title>Every record that prints a result agrees Montgomery beat Rigsby, and the same 12,456-to-10,929 totals appear wherever the raw totals are printed. The disagreement underneath is arithmetic&#x27;s…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/krea-quality-speed-mode-boundary</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-05T09:50:43Z</news:publication_date>
    <news:title>Krea documents quality evidence for Fast alongside its speed and price, but does not connect those terms to Ultra’s leaderboard results.</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/boebert-colorado-race</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-05T09:19:02Z</news:publication_date>
    <news:title>Every record with a number has Laubacher ahead; the newsrooms disagree only about which hour of a moving count to photograph, and which wording to hang on it</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/election-deniers-concede</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-05T08:17:15Z</news:publication_date>
    <news:title>Thirteen newsrooms covered the same losses; two checked the losers&#x27; aftermath and found quiet, four explained the defeats another way, and the 2020 record drops out of seven records entirely.</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/cartoons/daily-cartoon-2026-11-04-we-need-to-talk</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-05T07:12:25Z</news:publication_date>
    <news:title>The Daily Cartoon: We Need To Talk</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/schumer-indivisible-leadership</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-05T01:05:15Z</news:publication_date>
    <news:title>Twelve frozen records bear on that Wednesday, and none of them prints an incompatible fact — they split on what the day&#x27;s news was, and on how many senators-elect are refusing the leader.</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/electoral-college-compact</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T23:54:10Z</news:publication_date>
    <news:title>Eleven frozen records describe a 270-crossing projection that one newsroom printed first, one relayed, two amplified — and the wire services printed not at all.</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/murdoch-cools-trump</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T22:46:39Z</news:publication_date>
    <news:title>One unnamed executive says the boss does not want to be with a loser; the print pages ran anti-Trump verdicts; the election-night broadcast said no such thing.</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/ramaswamy-ohio-defeat</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T21:53:22Z</news:publication_date>
    <news:title>Nineteen records agree on the winner and disagree on almost nothing else — except that they print six tallies across five count stages, three different droughts, and one concession call that…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/massie-hegseth-impeachment</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T20:43:52Z</news:publication_date>
    <news:title>Seventeen frozen records describe one September filing and one promised lame-duck vote, and split their energy four ways: what to call Hegseth&#x27;s office, how firmly to promise the vote…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/el-sayed-wins-michigan-senate</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T19:49:20Z</news:publication_date>
    <news:title>Sixteen frozen records agree he won, agree he is the first Muslim senator, and agree on almost nothing else about what to call him or what the win means — the labels run from progressive to…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/gop-blame-war-alaska-mississippi</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T18:41:12Z</news:publication_date>
    <news:title>The records agree on the shape of the morning — Democrats hold both chambers, two Senate races are open, Republicans are arguing in public — and then part ways on the arithmetic underneath one…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/johnson-gop-leadership-exit</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T17:37:55Z</news:publication_date>
    <news:title>Twelve records carry the announcement — a Wednesday staff call, no bid for minority leader — and then part ways on the sourcing underneath it, the name for the act, and, in eleven of twelve cases…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/pappas-gay-senate-first</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T14:29:48Z</news:publication_date>
    <news:title>Nineteen frozen records report Chris Pappas won New Hampshire&#x27;s Senate seat. Thirteen of them state the historic first that came with it — in four wordings, one of which drops a qualifier the…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/cftc-perps-lawsuit-coverage</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T13:37:46Z</news:publication_date>
    <news:title>A same-day lawsuit over who regulates single-stock perpetual futures ran in the legal wire, two crypto-and-derivatives trade desks, and one translated aggregator. The named political rosters…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/musk-midterm-spending</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T12:32:22Z</news:publication_date>
    <news:title>Of the 19 frozen records, every outlet that renders a verdict on the spending files it as a loss; most of the file never renders one at all. What splits is the arithmetic — the cycle total runs…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/texas-blue-talarico-hinojosa</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T10:27:46Z</news:publication_date>
    <news:title>Thirty-one frozen records agree on the result and split four ways on the questions underneath it: the same &quot;first since 19XX&quot; sentence is answering four different questions with five…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/tool-provenance-checks-stop-at-source</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T09:56:04Z</news:publication_date>
    <news:title>The specification separates source checks from execution authority, but the example verifies semantic support only within declared limits and a date conversion.</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/how-did-this-happen-election-autopsy</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T09:00:30Z</news:publication_date>
    <news:title>Ordered to answer how Democrats took both chambers on Tuesday, the desk read 22 records from 14 mastheads filed overnight. The surveys in them point to prices, corruption and the president; the…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/ossoff-georgia-senate</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T08:28:57Z</news:publication_date>
    <news:title>The result is the only unanimous thing in the corpus — Jon Ossoff defeated Mike Collins. The disagreement is in the words the desks chose: outlets file Georgia as a marquee fight they just watched…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/andrews-south-carolina-upset</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T08:10:04Z</news:publication_date>
    <news:title>One agreed result: six credited callers, one 1998 baseline paid out in several denominations, and money figures that only reconcile when the window and the entity are named. This is a brief about…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/cartoons/daily-cartoon-2026-11-03-special-delivery</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T06:11:27Z</news:publication_date>
    <news:title>The Daily Cartoon: Special Delivery!</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/georgia-governor-flip</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T04:55:14Z</news:publication_date>
    <news:title>Sixteen frozen records all report the same event — Keisha Lance Bottoms, first Black woman elected governor of a US state — but they date the Republican streak she broke from 1998, 2002, 2003…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/california-ballot-rulings</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-04T01:43:54Z</news:publication_date>
    <news:title>The Supreme Court denied the administration&#x27;s emergency request over 20,000 contested California ballots. The Ninth Circuit then lifted, restored and lifted again a block on demands to…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/guam-delegate-flip</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-03T21:25:34Z</news:publication_date>
    <news:title>The territory&#x27;s unofficial count put Democrat Alicia Anne Garrido Limtiaco ahead for Guam&#x27;s non-voting House delegate seat while Republicans led for the governorship and a legislative…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/doj-election-monitors-50-states</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-03T20:17:28Z</news:publication_date>
    <news:title>The Justice Department says it deployed about 1,000 monitors and observers to 126 jurisdictions in all 50 states on Tuesday. The outlets covering it describe a voting-rights safeguard, an…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/montana-citizens-united-initiative</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-03T19:16:33Z</news:publication_date>
    <news:title>Montanans vote Tuesday on I-194, a ballot measure that would limit the legal powers Montana grants corporations and other &quot;artificial persons&quot; to spend in state elections. The outlets…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/trump-halt-israel-aid-2027</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-03T18:10:59Z</news:publication_date>
    <news:title>Trump told Fox News on Election Day that $4 billion in annual aid to Israel ends at the end of this year. Twelve records report the call; those that name the legal instrument say the 2016…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/iowa-satanic-temple-ruling</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-03T17:03:53Z</news:publication_date>
    <news:title>A federal judge ordered Iowa to approve the Satanic Temple&#x27;s holiday event within seven days. In a Nov. 3 fetch window, the frozen corpus shows five mastheads carry the same AP sentence, two…</news:title></news:news></url>
  <url><loc>https://thestochasticparrot.com/audits/doj-blocks-smith-bbc-testimony</loc>
    <news:news><news:publication><news:name>The Stochastic Parrot</news:name><news:language>en</news:language></news:publication>
    <news:publication_date>2026-11-03T16:17:47Z</news:publication_date>
    <news:title>A magistrate judge set Trump&#x27;s deposition for Dec. 11 and gave the Justice Department until Nov. 2 to answer whether Jack Smith could testify. In the frozen corpus assembled Nov. 3, two…</news:title></news:news></url>
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