Inside the Feedback Loop Where Algorithms and Users Erase Anything That Disrupts the Vibe Most people think censorship on social media is something platforms do to users. But the truth is far more subtle — and far more powerful. Censorship today is a cooperative mechanism, a two‑part system where: Algorithms shape what people see, and People shape what the algorithm learns to hide. Neither force is sufficient on its own. Together, they create the modern topic silo — a place

Federal legal experts and publicly available charging guidelines contradict President Donald Trump’s repeated claim that a woman seen removing a paint chip from the Lincoln Memorial Reflecting Pool faces “up to 10 years in prison,” a penalty that applies only when damage to federal property exceeds $1,000. National Park Service maintenance records and video evidence indicate the affected area was already peeling, placing any repair cost far below the felony threshold. The dis

“I started building social media to give people a voice.” There was a time — and not that long ago — when Facebook sold itself as the great democratizer of speech. Mark Zuckerberg stood on stages and told the world that more voices, not fewer, made society stronger. Facebook was supposed to be the digital town square, the place where citizens could speak directly to each other and even to their elected officials. But somewhere along the way, the “public square” became a gat

✅NO, Russell Voight secretly funded it with your tax dollars by John Rozean 1. Congress rejected a $1 billion request for the White House project According to AP News, Congress refused the Trump administration’s request for $1 billion for the White House in a Homeland Security bill. 2. Congress has declined to approve ballroom funds Reporting from Yahoo News states that the Republican‑led Congress has declined to approve funds for the ballroom, with some GOP lawmakers pointin

It started with a single email. One blog link. One attempt at dialogue. My submission wasn’t political, controversial, or confrontational. It was about something simple and universal: using math to understand the world and make better business decisions. A practical toolset. A way of thinking. A method for clarity. And yet the immediate response from a local Waco, Texas trade magazine was: “Take me off your list.” Instant. Final. Automatic. Which means something important: th

Shelter Pontificate in the early years... A discovery I was absolutely not prepared for. UPDATE TO ORIGINAL STORY... I thought I knew the story. I thought Shelter Pontificate was the journalist who burned out in 2018, vanished into the digital wilderness, and re‑emerged years later as the Doctor of Journalism — a rogue analyst, a chaos cartographer, a man who writes like he’s trying to warn the future about the present. That was the myth. But today I found something that rewi

Made with Google Vids https://vids.new/ #madewithgooglevids #jropixpoetry #jronews #jropixmathy the-silent-metric-what-the-2016-trump-electorate-teaches-us-about-social-media-shares https://johnrozean.wixsite.com/mysite/single-post/the-silent-metric-what-the-2016-trump-electorate-teaches-us-about-social-media-shares This video opens by looking at a pattern that keeps repeating across completely different types of content — UFC fight clips, Trump‑birthday posts, and even off

— A blog post summarizing John’s concept from an outside perspective (Shelter Pontificate & Copilot I came across a fascinating breakdown today from a creator who’s been developing a formal way to interpret social‑media engagement. Instead of treating likes, shares, and comments as disconnected numbers, he proposes something he calls the Engagement Set, or ES, and honestly, it’s one of the clearest frameworks I’ve seen for understanding how people actually behave online. Her

Copilot & me GO 'old' hippie... You know, kid… back in my day, before calculators got all high‑and‑mighty and phones started pretending they were smarter than people, we used to sit cross‑legged on the floor, barefoot, solving rational expressions by candlelight. Not because we had to — but because the universe asked nicely. Applications of Criss Cross Multiplication Criss Cross Multiplication is a technique primarily used for simplifying the process of multiplying fractions,

#JROspace_dot_info https://share.google/v8F5yjUl73AOQ42jL In the final, gripping scene of Steven Spielberg’s film The Post, a phone rings in a chaotic, anxious newsroom. On the other end of the line, the historic Supreme Court ruling in New York Times Co. v. United States is read aloud. It cementes a fundamental truth about American democracy by quoting Justice Hugo Black’s legendary majority opinion: “In the First Amendment the Founding Fathers gave the free press the protec