Headline News
Pre-Crime: People Will Soon Be Arrested For Thinking About Committing A Crime
A pre-crime system called Beware, for example, is capable of rating citizens of Fresno, California, as posing a high, medium or low level of threat. Press accounts say the system amasses data not only on past crimes but on web searches, property records and social networking posts.
Being Arrested For The Crime You Have Not Yet Committed
Computers are getting pretty good at predicting the future. In many cases they do it better than people. That’s why Amazon uses them to figure out what you’re likely to buy, how Netflix knows what you might want to watch, the way meteorologists come up with accurate 10-day forecasts.
Now a team of scientists has demonstrated that a computer can outperform human judges in predicting who will commit a violent crime. In a paper published last month, they described how they built a system that started with people already arrested for domestic violence, then figured out which of them would be most likely to commit the same crime again.
The technology could potentially spare victims from being injured, or even killed. It could also keep the least dangerous offenders from going to jail unnecessarily. And yet, there’s something unnerving about using machines to decide what should happen to people. If targeted advertising misfires, nobody’s liberty is at stake.
For two decades, police departments have used computers to identify times and places where crimes are more likely to occur, guiding the deployment of officers and detectives. Now they’re going another step: using vast data sets to identify individuals who are criminally inclined. They’re doing this with varying levels of transparency and scientific testing. A pre-crime system called Beware, for example, is capable of rating citizens of Fresno, California, as posing a high, medium or low level of threat. Press accounts say the system amasses data not only on past crimes but on web searches, property records and social networking posts.
Critics are warning that the new technology had been rushed into use without enough public discussion. One question is precisely how the software works — it’s the manufacturer’s trade secret. Another is whether there’s scientific evidence that such technology works as advertised.
By contrast, the recent paper on the system that forecasts domestic violence lays out what it can do and how well it can do it.
One of the creators of that system, University of Pennsylvania statistician Richard Berk, said he only works with publicly available data on people who have already been arrested. The system isn’t scooping up and crunching data on ordinary citizens, he said, but is making the same forecasts that judges or police officers previously had to make when it came time to decide whether to detain or release a suspect.
The Technology Shown Us In Minority Report Has Already Come True:
He started working on crime forecasting more than a decade ago, and by 2008 had created a computerized system that beat the experts in picking which parolees were most likely to reoffend. He used a machine learning system – feeding a computer lots of different kinds of data until it discovered patterns that it could use to make predictions, which then can be tested against known data.
Machine learning doesn’t necessarily yield an algorithm that people can understand. Users know which parameters get considered but not how the machine uses them to get its answers.
In the domestic violence paper, published in February in the Journal of Empirical Legal Studies, Berk and Penn psychologist Susan Sorenson looked at data from about 100,000 cases, all occurring between 2009 and 2013. Here, too, they used a machine learning system, feeding a computer data on age, sex, zip code, age at first arrest, and a long list of possible previous charges for such things as drunk driving, animal mistreatment, and firearms crimes. They did not use race, though Berk said the system isn’t completely race blind because some inferences about race can be drawn from a person’s zip code.
The researchers used about two-thirds of the data to “train” the system, giving the machine access to the input data as well as the outcome – whether or not these people were arrested a second time for domestic violence. The other third of the data they used to test the system, giving the computer only the information that a judge could know at arraignment, and seeing how well the system predicted who would be arrested for domestic violence again.
It would be easy to reduce the number of repeat offenses to zero by simply locking up everyone accused of domestic violence, but there’s a cost to jailing people who aren’t going to be dangerous, said Berk. Currently, about half of those arrested for domestic violence are released, he said. The challenge he and Sorenson faced was to continue to release half but pick a less dangerous half. The result: About 20 percent of those released by judges were later arrested for the same crime. Of the computer’s choices, it was only 10 percent.
Berk and Sorensen are currently working with the Philadelphia police, he said, to adapt the machine learning system to predict which households are most at risk of domestic violence. Those, he said, can be targeted with extra supervision.
The parole system has already been implemented in Philadelphia. Parolees in the city are assigned to high-, medium- and low-risk groups by a machine-learning system, allowing parole officers to focus most of their attention on the high-risk cases.
One downside might be a more one-dimensional decision-making process. Several years ago, when I wrote an article on the parole system for the Philadelphia Inquirer, I learned that some parole officers found the system constraining. They said that they could have a bigger impact by spending more time with low-risk offenders who were open to accepting help in getting their lives together – getting off drugs, applying for jobs, or getting a high school degree.
Their concern was that their bosses would put too much faith in the system and too little in them. This echoes the problem Berk says worries him: That people will put too much trust the technology. If a system hasn’t been through scientific testing, then skepticism is in order. And even those that have been shown to beat human judgment are far from perfect. Machine learning could give crime fighters a source of information in making decisions, but at this stage it would be a mistake for them to let it make the decisions for them. source
Donald Trump
HELL WILL REIGN DOWN: Trump Threatens Iran With An End Times Holy War Ripped From The Book Of Revelation If They Don’t Make Peace In 48 Hours
Trump Warns Iran “All Hell Will Reign Down” In 48 Hours, And That Strange Word Choice May Reveal A Little More Than He Intended
President Donald Trump just dropped one of the most explosive warnings of this entire Iran confrontation, posting on Truth Social: “Remember when I gave Iran ten days to MAKE A DEAL or OPEN UP THE HORMUZ STRAIT. Time is running out – 48 hours before all Hell will reign down on them. Glory be to GOD! President DONALD J. TRUMP.” Multiple current outlets and live reports quoted that post verbatim on April 4, 2026, as Trump tied the ultimatum to his earlier ten-day deadline over the Strait of Hormuz.
“Hell from beneath is moved for thee to meet thee at thy coming: it stirreth up the dead for thee, even all the chief ones of the earth; it hath raised up from their thrones all the kings of the nations.” Isaiah 14:9 (KJB)
This is not merely another political post. This is the language of countdown, consequence and collision. Trump is telling Iran that the clock is nearly spent, that the deadline is real, and that failure to comply will bring devastating force. The Strait of Hormuz is not some minor patch of water. It is one of the most strategic choke points on the face of the earth, and whenever that narrow passage is threatened, the whole world feels it. Oil markets feel it, shipping lanes feel it, militaries feel it, and world governments feel it. So when Trump says “open up the Hormuz Strait” and attaches a 48-hour warning to it, he is not playing word games. He is putting the entire region on notice.
But there is something else in Trump’s Truth Social post that absolutely jumps off the page. Trump did not say hell would “rain” down. He said hell would reign down. Meaning Hell will begin to rule on Earth.
Now maybe some people will dismiss that as a typo. Maybe it was, I don’t know. But words matter, and when a world leader is issuing a fiery public threat in the middle of a fast-moving regional crisis, every syllable carries weight. “Rain down” would mean destruction falling from above. But “reign down” carries a very different flavor altogether. Reign speaks of rule. Reign speaks of authority. Reign speaks of dominion imposed by superior power. That one word transforms the sentence from a mere threat of attack into something that sounds like judgment descending with force and rule attached to it. That is what makes this so striking. Whether Trump intended it or not, “reign” gives the whole statement an apocalyptic tone. It sounds less like a military response and more like a pronouncement. It sounds like power enthroned. It sounds like punishment backed by dominion. It sounds like the kind of language that reveals the deeper spirit of the moment. America is no longer whispering to Iran through diplomatic back channels. America is standing at the edge of the battlefield, pointing directly at Tehran, and warning that the next move may bring apocalyptic fire.
For years now, the Middle East has been a boiling cauldron, each fresh crisis drawing the nations one step closer to open alignment, open hostility and open war. Iran has long been a chief agent of chaos in the region, using proxies, terror, shipping threats and military posturing to push the entire area toward ignition. Now the Strait of Hormuz once again stands in the center of the storm, and Trump has decided that the time for measured talking points is over.
This is where we are on the end times timeline. Not in an age of peace, but in an age of ultimatums. Not in a season of calm, but in a season of escalation. Not in a world stepping back from the brink, but in one racing toward it. President Trump may indeed see his ‘Hell Will Reign Down’ threat come to pass in ways he’s never dreamt of. Or maybe he will TACO and forget all about it entirely. You never know with Trump.
Now The End Begins is your front line defense against the rising tide of darkness in the last Days before the Rapture of the Church
- HOW TO DONATE: Click here to view our WayGiver Funding page
When you contribute to this fundraising effort, you are helping us to do what the Lord called us to do. The money you send in goes primarily to the overall daily operations of this site. When people ask for Bibles, we send them out at no charge. When people write in and say how much they would like gospel tracts but cannot afford them, we send them a box at no cost to them for either the tracts or the shipping, no matter where they are in the world. We have a Gospel Billboard program. We are now broadcasting Bible studies, Podcasts and a Sunday Service 5 times a week, thanks to your generous donations. All this is possible because YOU pray for us, YOU support us, and YOU give so we can continue growing.
But whatever you do, don’t do nothing. Time is short and we need your help right now. The Lord has given us an open door with a tremendous ‘course’ for us to fulfill that will create an excellent experience at the Judgement Seat of Christ. Please pray for our efforts, and if the Lord leads you to donate, be as generous as possible. The war is REAL, the battle HOT and the time is SHORT…TO THE FIGHT!!!
“Looking for that blessed hope, and the glorious appearing of the great God and our Saviour Jesus Christ;” Titus 2:13 (KJB)
“Thank you very much!” – Geoffrey, editor-in-chief, NTEB
Gospel Witness Billboard Program
Just In Time For Resurrection Sunday, A New Gospel Witness Billboard Proclaiming Salvation Through The Shed Blood Of Jesus Christ On The Cross Goes Up
On this Resurrection weekend, NTEB is proclaiming new life through the shed blood of Jesus Christ to a lost and dying world
The NTEB Gospel Witness Billboard Program continues going at full-speed ahead here in its sixth year of operation, proclaiming new life in Jesus Christ with a message that takes less than 3 seconds to read while traveling past it at an average of 60 miles per hour. We are working on one right now that will go up somewhere in Tennessee shortly, please pray for that, and this one you see in the photo at the top of this article that went up yesterday in Baton Rouge, Louisiana.
“In whom we have redemption through his blood, the forgiveness of sins, according to the riches of his grace;” Ephesians 1:7 (KJB)
If you don’t believe that we live in a lost and dying world that has rejected Jesus Christ, just go read today’s headlines for 60 seconds and you will. But it is into this fallen world that Jesus Christ first appeared, and it is into this fallen world that we who are His witnesses are called to bear witness to the death, burial and resurrection of Jesus on the third day according to the scriptures. Our billboards over the past six years have generated more than a billion views, and only the Judgment Seat of Christ will reveal just what manner of fruit was gained through this outreach. Please pray for the Gorzell family at Broken Pieces Ministries whom we partner with in this billboard, that the Lord will give them fruit, more fruit and much fruit for their labours.
How about you, Christian? Will you come and partner with all of us here at Now The End Begins to keep these billboards up? It costs thousands of dollars per month to do it, and we reach millions of people in the process. If God has prospered you, prayerfully consider clicking on the donate link to help us. We can’t do it without you.
- HOW TO DONATE: Click here to view our WayGiver Funding page
Now The End Begins is your front line defense against the rising tide of darkness in the last Days before the Rapture of the Church
- HOW TO DONATE: Click here to view our WayGiver Funding page
When you contribute to this fundraising effort, you are helping us to do what the Lord called us to do. The money you send in goes primarily to the overall daily operations of this site. When people ask for Bibles, we send them out at no charge. When people write in and say how much they would like gospel tracts but cannot afford them, we send them a box at no cost to them for either the tracts or the shipping, no matter where they are in the world. We have a Gospel Billboard program. We are now broadcasting Bible studies, Podcasts and a Sunday Service 5 times a week, thanks to your generous donations. All this is possible because YOU pray for us, YOU support us, and YOU give so we can continue growing.
But whatever you do, don’t do nothing. Time is short and we need your help right now. The Lord has given us an open door with a tremendous ‘course’ for us to fulfill that will create an excellent experience at the Judgement Seat of Christ. Please pray for our efforts, and if the Lord leads you to donate, be as generous as possible. The war is REAL, the battle HOT and the time is SHORT…TO THE FIGHT!!!
“Looking for that blessed hope, and the glorious appearing of the great God and our Saviour Jesus Christ;” Titus 2:13 (KJB)
“Thank you very much!” – Geoffrey, editor-in-chief, NTEB
Headline News
Showing Themselves To Be Neither ‘Decimated’ Nor ‘Obliterated’, Iran Shoots Down American Aircraft At Will As World War Trump Takes A Dark New Turn
Neither decimated nor obliterated, Iran downs American warplanes and exposes the lie that this widening World War Trump is under control
For weeks now, the American people have been told that Iran was “decimated” and “obliterated,” that its ability to resist had been shattered, and that overwhelming force had already reduced the enemy to rubble. But now the battlefield is answering back with a very different testimony. AP reported Friday that two U.S. military aircraft were shot down as the war escalated, including an F-15E over Iran with one crew member rescued and another still missing. The Washington Post likewise reported that a second U.S. aircraft, an A-10, was also brought down, even as American rescue operations intensified. That is not what “obliterated” looks like. Today marks the single worst day for World War Trump since the conflict began. It only gets worse from this point on, so buckle up.
“From whence come wars and fightings among you? come they not hence, even of your lusts that war in your members?” James 4:1 (KJB)
As the skies darken overseas, the Pentagon is being thrown into visible turmoil at home. AP reported yesterday that Defense Secretary Pete Hegseth asked Army Chief of Staff Gen. Randy George to step down and also dismissed two other generals, adding to a broader pattern of removals among senior military leadership during this widening war. That is what makes this moment so dangerous. America is now watching a war grow more costly and less predictable at the exact same time that the military chain of command is being shaken at the top. Iran is proving it can still strike, still contest the fight, still bloody American power, while Hegseth is purging senior officers in the middle of a regional firestorm. That is not stability. That is not control. That is not confidence. That is a government trying to project strength while the structure underneath it visibly trembles. This is why a Fox News host is not fit to run the Pentagon.
Trump: “We’re flying wherever we want. Nobody is even shooting at us”
Iran: hits US F-15E jet, hits US A-10 plane, forces both F-16 and KC-135 into emergency landings.
Is anyone tired of the lies coming from Washington, or does that MAGA Kool-Aid still taste good? pic.twitter.com/ALanNmoOBO
— Now The End Begins (@NowTheEndBegins) April 3, 2026
What we are seeing is the same old lie that has dragged nations into disaster for generations. First comes the boasting. Then comes the inflated language. Then comes the media chorus repeating that victory is assured, the enemy is broken, and the situation is under control. But war has a way of stripping the paint off every official narrative. Jets fall. Men go missing. Rescue missions are launched. The enemy everyone said was finished keeps fighting. And suddenly all the slogans Trump has been feeding his base don’t sound so convincing anymore.
Hegseth’s role in this only sharpens the sense of disorder. You do not fire top generals in the middle of a shooting war and then expect the public to believe everything is proceeding calmly and according to plan. Maybe the administration calls it accountability. Maybe it calls it reform. But from the outside, it looks like upheaval at the summit while the battlefield below grows hotter by the hour. AP says more than a dozen military leaders have been removed in the past year under Hegseth’s tenure. By any fair standard of reckoning, that’s a purge.
The truly maddening part is that none of this should surprise anybody paying attention. Iran was never going to absorb repeated blows and simply disappear. A regime with missiles, air defenses, regional reach, hardened infrastructure, and ideological resolve was never going to be erased by chest-thumping rhetoric and triumphant press lines. The fantasy was always political. The reality is military. And now the military reality is tearing through the political fantasy in front of the whole world. AP has already reported other Iranian strikes during this war, including an attack on Prince Sultan Air Base in Saudi Arabia that wounded U.S. troops and damaged aircraft.
So yes, it’s safe to say that this war has taken a dark turn, a very dark turn.
Iran has shown itself to be neither “decimated” nor “obliterated.” It is battered, yes. Pressured, yes. Under attack, yes. But it is still capable of inflicting damage, still capable of challenging American power, and still capable of exposing how hollow the original boasts were. And while that reality unfolds abroad, Pete Hegseth is remaking the Department of War through abrupt removals that only deepen the impression of a war machine under strain.
The message from Washington is strength, command, and dominance, but the message from events is something very different: this thing is slipping, the cost is rising, the leadership is unstable, and the promises made at the beginning are already being swallowed by the flames. That is the dark turn. And once the official story can no longer survive contact with reality, the next thing to die is trust.
Now The End Begins is your front line defense against the rising tide of darkness in the last Days before the Rapture of the Church
- HOW TO DONATE: Click here to view our WayGiver Funding page
When you contribute to this fundraising effort, you are helping us to do what the Lord called us to do. The money you send in goes primarily to the overall daily operations of this site. When people ask for Bibles, we send them out at no charge. When people write in and say how much they would like gospel tracts but cannot afford them, we send them a box at no cost to them for either the tracts or the shipping, no matter where they are in the world. We have a Gospel Billboard program. We are now broadcasting Bible studies, Podcasts and a Sunday Service 5 times a week, thanks to your generous donations. All this is possible because YOU pray for us, YOU support us, and YOU give so we can continue growing.
But whatever you do, don’t do nothing. Time is short and we need your help right now. The Lord has given us an open door with a tremendous ‘course’ for us to fulfill that will create an excellent experience at the Judgement Seat of Christ. Please pray for our efforts, and if the Lord leads you to donate, be as generous as possible. The war is REAL, the battle HOT and the time is SHORT…TO THE FIGHT!!!
“Looking for that blessed hope, and the glorious appearing of the great God and our Saviour Jesus Christ;” Titus 2:13 (KJB)
“Thank you very much!” – Geoffrey, editor-in-chief, NTEB
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