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17 year old Cassandra Bjorge slit her grandparents' throats while they slept. Then she sealed the room and threw parties in the house for a week. In the interrogation she felt nothing. She told cops the plan was to kill more people next.
Cassandra and her boyfriend Johnny Rider waited until Randall and Wendy Bjorge, both 63, went to bed. Rider attacked Randall with a tire iron. Cassandra dragged her grandmother into the same room, taped her up, and beat her. Both were stabbed and had their throats cut.
After that the two sealed the bedroom and caulked the doors to trap the smell. For a full week they ordered food, smoked weed, and had friends over while the bodies decomposed one room away. They drove the grandparents' car around like nothing happened.
When police showed up both tried to kill themselves during the standoff. Both survived and were taken in.
Cassandra never showed remorse in a single interview. Prosecutors said she was completely flat. She told them the grandparents were just the start. Next was Rider's family, then her own mother and stepfather. They just "ran out of time."
She had a history before this. At 16 she was charged with assaulting her grandmother. Police had been to that house multiple times.
Both pleaded guilty. Life in prison plus 21 years. Parole possible after 60 years. Judge Debra Turner called it one of the worst cases of her career. Prosecutor said "It was planned. It was executed correctly, according to their plan."
She killed the people who raised her and threw a party over their bodies. Does life with parole after 60 years feel like enough?
Nikolas Cruz killed 17 people at Marjory Stoneman Douglas High School. Nine months later, sitting in jail, he flipped off a guard, charged him, and grabbed his stun gun. The whole thing was caught on camera.
It happened on November 13, 2018, at the Broward County Main Jail. Sgt. Raymond Beltran told Cruz to stop dragging his sandals. Cruz gave him the middle finger, paused for a second, then rushed him.
They hit the floor. Cruz got hold of Beltran's taser but it didn't hit anyone. Beltran fought him off alone, got him in cuffs and walked him out. Backup took about two minutes to show up. A source said it's normally 20 to 30 seconds.
Cruz was charged with aggravated assault on a law enforcement officer.
The shooting happened on Valentine's Day 2018 in Parkland, Florida. 14 students and 3 staff members were killed. The youngest victims were 14. Cruz was 19 and pleaded guilty to all 17 murders and 17 attempted murders.
Prosecutors wanted the death penalty. The jury needed to be unanimous. 3 jurors voted for life. So in November 2022 he got life without parole, with no chance of ever getting out.
One victim's mother told him in court she hoped he'd be "miserable for the rest of your pathetic life."
The families wanted death. He got a cell for the rest of his life. Which one is actually the worse punishment?
Wade retweeted
Dallas Wiens was 25 feet up in a cherry picker, painting a church in Fort Worth, when his head touched a high-voltage power line. The current burned away his face. Doctors removed his left eye. They saved his life, but he was left with no nose, no lips, no eyebrows and no sight. His 2-year-old daughter could still kiss him. He just couldn't feel it.
November 13, 2008, Fort Worth, Texas. Dallas was 22. A construction worker, a young dad, a normal Thursday at work.
Surgeons at Parkland Hospital rebuilt what they could using muscle and skin from his back. Nearly two dozen operations. He couldn't smell. He struggled to breathe. What was left looked less like a face and more like a smooth mask of skin.
He told a reporter the hardest part. "I can get kisses from my daughter, but I can't feel them, and I can't kiss her back."
In March 2011 more than 30 doctors, nurses and specialists at Brigham and Women's Hospital in Boston worked for 15 hours. They gave him the forehead, skin, nose, lips, muscles and nerves of an anonymous donor. The first full face transplant in American history.
In the video below you see him before and after.
When his daughter Scarlette saw his new face for the first time, she looked at him and said "Daddy, you're so handsome."
He got his sense of smell back. He could breathe through his nose again. He will take anti-rejection drugs for the rest of his life. He is still blind.
At a support group for burn survivors he met Jamie Nash, who had been badly burned in a house fire. In 2013 they got married.
Would you risk a surgery like this just to feel your kid's kiss again?
Jennifer Pan's father woke up from a coma after being shot in the face. The first thing he told police was that his own daughter was standing with the gunmen. Calm. Talking. Not tied up. She had hired them to kill both parents for $10,000.
On November 8, 2010, three men broke into the Pan family home in Markham, Ontario. Jennifer called 911 and said armed strangers tied her to a banister and shot her parents. Her mother Bich was killed. Her father Hann took a bullet to the face.
Police almost believed her. She cried in every interview, thanked the officers, played the perfect victim. She changed her story when the facts stopped matching. First she was a hostage. Then she said she hired the men to kill herself, not her parents. Detectives didn't buy it.
Small things gave her away. She was tied up yet somehow called 911 from her phone. Valuables were left untouched. A wallet full of cash, a watch, a camera in the safe. Nobody took anything.
They brought her in three times. By the third interview she broke. She admitted she hired the men through her boyfriend Daniel Wong, a drug dealer she had been dating in secret for 6 years.
Jennifer had been lying to her parents for 4 years. Told them she was in university studying to be a pharmacist. She never enrolled. When they found out and banned her boyfriend, she paid strangers to end their lives.
She was an award-winning pianist from age 4. Her parents believed she had a future. She built a fake life and hired hitmen instead.
Found guilty of first-degree murder and attempted murder. Life in prison with no parole for 25 years. Wong and two hitmen got the same sentence.
Her own father survived a bullet to the face and put her away. Would you testify against your child if they tried to kill you?
Wade retweeted
Monday, January 29, 1979. San Diego. Kids were lining up outside Grover Cleveland Elementary when the shots started. They came from the house across the street. The shooter was a 16-year-old girl named Brenda Spencer.
She fired 36 rounds through a window with a .22 rifle. Eight children were hit. Principal Burton Wragg, 53, ran out to help them and was killed. Custodian Mike Suchar, 56, was killed pulling a student to safety. A police officer was shot too.
While she was still barricaded inside, a reporter called the house. She picked up. When he asked why, she said "I don't like Mondays. This livens up the day."
Bob Geldof read about it and wrote a song with those words. That summer "I Don't Like Mondays" sat at No. 1 in Britain for four weeks.
The rifle was a Christmas present from her father, a few weeks earlier. A Ruger with a scope and 500 rounds. A month before that, a psychiatric evaluation had recommended she be hospitalized for depression. He said no. Years later she said "He bought the rifle so I would kill myself."
The standoff lasted hours. She told negotiators the kids were easy targets and that she'd come out shooting. In the end she gave up after they promised her a Burger King meal.
She was charged as an adult, pleaded guilty to two murders and got 25 years to life.
In the video below she's 31, glasses, prison blues, very calm. She says she wants a normal life. School. A job. Maybe working with kids.
At her parole hearings her story kept changing. In 1993 she said she'd been drunk and high and wanted police to shoot her. Her drug tests from the day of the shooting came back clean. In 2001 she said her father had abused her. He denied it, and the board noted she had never mentioned it before.
She has been denied parole six times. The last was in February 2025. She's now in her 60s at a women's prison in Chino, California. Her next chance comes in 2028.
Should someone who did this at 16 ever be allowed out?
Mariah Clayton shot her friend Aniyah Womack while posing with a rifle for TikTok. Then she lied about it at the hospital. Then she tried to work the detectives in the interrogation room, touching them and turning her back to them. It didn't help.
Womack was 19. She was filming Clayton in a bathroom when Clayton held up a black rifle as a prop. A man walked in and told them to stop playing with it. He reached for the gun. Clayton pulled away. It went off and hit Womack in the stomach.
Instead of calling 911, Clayton and a driver took Womack to the ER and told staff they found her wounded on a sidewalk. The driver later told police he went to the apartment to buy weed and people there said Womack "shot herself."
Womack died hours later. Police took 135 days to arrest Clayton. She was charged with manslaughter. The warrant said her "culpably negligent actions" made her "directly responsible" for Womack's death.
She first pleaded not guilty. In March 2024 she flipped her plea. The judge gave her 5 years.
Her friend is dead because of a TikTok video. She got 5 years and acted like it was nothing. Fair sentence or a joke?
Wade retweeted
A shirtless man who looks exactly like Meek Mill charged a Chicago firefighter on an active emergency scene.
A female police officer was standing next to them with a taser. She didn't use it.
The firefighter swung a Halligan tool, a 30-inch steel bar built to break down doors, and hit the man in the face.
One swing. The man dropped.
Police handcuffed him. They took him to a hospital for medical and psychological evaluation. Chicago Police are investigating.
Half the internet called it self-defense. The other half wants to know why the cop with the taser just stood there while a firefighter swung steel at someone's face.
Fire departments don't have a use-of-force policy. Police do. Nobody's sure which rules apply when a firefighter is the one swinging.
Am I the only one who thinks this guy looks EXACTLY like Meek Mill?
Alexandra Schreffler set up an 18-year-old to be robbed, and he was shot dead. Then she sat across from detectives and tried to play them.
Kolton Shearer was a baseball standout at Middleburg High in Florida. In 2016 she messaged him on Facebook and invited him to a party at a house in Green Cove Springs.
There was no party. Three men had asked her to find someone to rob, and she brought them Kolton.
He came with a friend, David Levo. Both were shot. David survived. Kolton didn't.
In the interrogation room she starts out calm and talkative, playing the shocked witness. At one point she tells them why she picked him. He was "an easy target." Then it slowly sinks in that she's not walking out of there.
She took a deal. Her charge dropped to armed robbery in exchange for testifying against the three men. They pleaded guilty to second-degree murder and got 25 to 30 years each.
She got 15.
At sentencing Kolton's mom looked at her and said: "I hold you the most responsible for Kolton's death. He trusted you, he thought of you as a friend."
She didn't pull the trigger. But nobody else would've known his name.
Should she have gotten less time than the shooters, or more?
A woman in Guelph, Canada was walking down the street with a friend on Thursday afternoon. A stranger coming the other way punched her in the temple without breaking stride.
She dropped to the sidewalk. The other woman just kept walking.
It happened just before 3 pm at Wyndham and Macdonell, right in the middle of downtown. A security camera caught all of it. The clip has been watched millions of times since.
Police found the attacker a few minutes later. She's 35, from Guelph. The two women had never met.
She was charged with one count of assault and held for a bail hearing on Friday.
It's not the first time this city has seen something like it. In December 2022 a woman in her 60s was waiting for a school bus with her granddaughter a few blocks away when a stranger hit her from behind and knocked her down. He was already on probation.
No motive was given either time.
A stranger punches someone on camera and walks off. Is one assault charge enough?
Aileen Wuornos killed seven men on Florida highways. In 2001 she wrote to the court: "I killed those men, robbed them as cold as ice. And I'd do it again, too."
Between 1989 and 1990 she worked the roadsides near Daytona Beach, getting into cars with middle-aged men. Seven of them never came home. Police kept finding their cars before they found them.
Her first victim, Richard Mallory, was 51. Years later it came out he had a prior rape conviction. For a long time that was the center of her defense. Every one of them, she said, was self-defense.
Then she took it back. She told the court she seriously hated human life and would kill again.
She was caught because of the woman she loved. Her girlfriend Tyria Moore made a deal with police for immunity and called her on a recorded line. Aileen said she'd confess to everything to keep Tyria out of it. And she did.
Where she came from: her father was a convicted sex offender who hanged himself in prison when she was 13. Her mother was gone. Her grandparents raised her until a fight with her grandfather left her living in the woods outside Troy, Michigan. She was a teenager.
On death row she said the guards were attacking her with a "sonic" weapon in her cell. Jeb Bush paused the execution so psychiatrists could check her. Three of them found her competent.
October 9, 2002. Lethal injection. Her last words: "I'll be back like Independence Day, with Jesus."
A year later Charlize Theron played her in "Monster" and won the Oscar.
Was she a monster, or a victim who became one?
An Auburn, Washington cop was caught on video punching a man pinned in the middle of the road. KIRO 7 counted about 20 hits to the head and face.
It happened yesterday around 3:15 pm on Auburn Way North.
Police say the man was running in and out of traffic and trying to get into passing cars. The first officer told him to stop. He didn't. Taser.
Then the video. The officer is on top of him, trying to cuff him, and keeps swinging. The man is shirtless on the asphalt.
It took four officers to get the cuffs on, police say. Firefighters were called to help calm him down. Both he and the officer went to the hospital. Police say he didn't look seriously hurt.
By evening the officer was on administrative leave. The department says it's "under review." No names yet.
This is the same department where officer Jeffrey Nelson shot and killed two men, in 2017 and 2019. He's now serving more than 16 years for the second one. The city has paid out millions in settlements over its officers' use of force.
A man having some kind of crisis in traffic. A cop on top of him. 20 punches on camera.
The investigation will decide what it was.
Jeffrey Dahmer's killer has a son. He was 10 years old when he turned on the TV and saw his dad's face next to Dahmer's.
His father is Christopher Scarver. In 1990, a few months after losing a carpentry job, he walked back into the office and shot the crew chief. Life sentence.
Four years later he was on a cleaning detail in the prison gym with two other inmates. Jeffrey Dahmer and Jesse Anderson, a man who'd killed his wife. The guards stepped away. Scarver was the only one who came back.
"God told me to do it," he told an officer.
Two more life sentences. Then 16 years in solitary.
The boy grew up with Dahmer's name stuck to his own. For years he expected his dad to come home. When he finally understood that wasn't happening, it turned into anger.
As a teenager he started slipping. So he sat down and wrote to his father in prison. All of it.
The letter that came back said: "Tough times don't last. Tough people do. And you are the toughest kid I know."
He went to college. He printed his dad's prison photo and taped it to his dorm room door.
Scarver is still locked up in Colorado. In there he writes poetry. One of his collections is called "The Child Left Behind."
Joe Ligon was 15 when Pennsylvania sentenced him to die in prison. He walked out 68 years later at 83. The state spent an estimated $3 million keeping him locked up, not even counting his medical bills. He became the longest-serving juvenile lifer in American history. And the craziest part? He could have gotten out earlier. He refused.
Not because he wanted to stay in prison. Because he didn't want to spend the rest of his life being watched.
In the video below, Ligon gives his first television interview after his release and talks about what it felt like to walk outside for the first time since 1953.
His story began when five Black teenagers in Philadelphia went on a drunken night of robberies and stabbings. Eight people were attacked. Two died.
Ligon admitted taking part and stabbing someone, but always denied killing anyone.
He was convicted of murder and sentenced to life without parole.
He was only 15 years old.
His lawyer later argued that if Ligon faced similar charges today, he might receive 5 to 10 years. Maybe 20.
Instead, he served 68.
Think about that for a second.
When he entered prison, Dwight Eisenhower was president. There were no smartphones, no internet, and no modern Philadelphia skyline.
By the time he came out, most of his family was gone. His parents had died. The city he remembered had changed almost beyond recognition.
And Pennsylvania had spent roughly $3 million keeping him behind bars.
That figure didn't even include his medical care, including 37 treatments for prostate cancer.
In 2012, the Supreme Court ruled that mandatory life sentences without parole for juveniles were unconstitutional. Four years later, that ruling was made retroactive.
Ligon was resentenced in 2017 and became eligible for parole.
But he wouldn't take it.
He had already lost more than six decades of his life. He didn't want whatever years he had left controlled by a parole officer.
His lawyer, Bradley Bridge, kept fighting until a federal judge ordered that Ligon be resentenced or released.
On February 11, 2021, Joe Ligon finally walked out of prison.
No parole. No probation. No conditions.
He left carrying boxes of belongings collected over 68 years.
When he looked at Philadelphia's tall buildings, he barely recognized the place.
He had gone into prison as a teenager and come out as an old man in a world he had never experienced.
When CBS asked what he did when he first became a free man, he said he almost cried.
Then he smiled.
He also said something that explained how he had survived all those years.
"They locked me up. They did. But they didn't lock my mind up."
Ligon never claimed he was innocent of everything that happened that night. Two people died, and their families had to live with that loss.
But he spent almost seven decades paying for a crime committed when he was 15.
So here's the question.
Was Joe Ligon a criminal who deserved every one of those 68 years, or did Pennsylvania spend $3 million proving that punishment can eventually become something far worse than justice?
Wade retweeted
In 1943, deep into World War II, the US military gave Abraham Wald damage data from bombers that survived combat. The obvious fix was armor where the bullet holes were. Wald, a Columbia mathematician, said to armor the spots with zero holes - planes hit there never made it back.
His report gave the answer away in its title: "A Method of Estimating Plane Vulnerability Based on Damage of Survivors." He had fled Nazi-annexed Austria in 1938 and now sat in a wartime math unit alongside future Nobel winner Milton Friedman, still classed as an enemy alien and barred from restricted files until a federal court rushed through his citizenship.
Survivors. Every plane in the data had landed. Every hit that brought a bomber down was missing from it. He turned a stack of bullet holes into a map of the hits nobody came back to report.
The one filter that hides the answer [Section I] -
You only see what made it home. Every plane in the sample landed. A hit that kills never gets counted. One filter. That is the entire mistake.
Send out 100 planes that each take one hit in the engine. If engine hits are harmless, 100 come home with engine holes. If half are fatal, 50 do. If 9 in 10 are fatal, 10 do. If every engine hit is fatal, the data shows zero.
The formula that flips the answer [Equation 2] -
P(hole in engine | plane returned) < P(hit in engine). The share of engine holes on returning planes drops exactly as fast as engine hits get deadlier. Zero holes in the data marks the most dangerous spot on the plane.
Why more data does not fix it [Section V] -
Count 1,000 returning planes instead of 100 and the gap stays the same. The filter acts before the counting starts. Wald never needed to see a crashed plane. He needed to notice that none were in the sample.
The picture everyone shares is not his [Section IV] -
The bomber covered in red dots you have seen a hundred times is a modern illustration. What survives from Wald is a set of technical memos that stayed in military files and were published decades later.
Even the story of survivorship bias reached you through the version that survived.
What the same filter does to your money [Section VI] -
S&P Dow Jones Indices tracked US stock funds over 20 years. Nearly 70% of them were merged or shut down. The track records you can look up today belong to the funds that came back.
Every chart of winning strategies is a stack of returning bombers.
His colleague W. Allen Wallis later summed up the key step in one line: "Wald assumed, on good evidence, that hits in combat were uniformly distributed over the planes."
Wald never saw how far the idea went. On December 13, 1950, he and his wife died when an Air India DC-3 crashed in the Nilgiri Mountains of southern India. He was 48.
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Arthur Shawcross killed two children in 1972. Three New York towns refused to let him live there after prison. The fourth one was never told he was coming.
He was 27 when a 10-year-old boy and an 8-year-old girl went missing in Watertown. Prosecutors had a weak case. So they made a deal: he'd show them where the boy was buried, and he'd only plead to manslaughter. Max 25 years.
He served 14.
In 1987 he applied for parole for the sixth time and got it. Part of the reason was that he was a Vietnam veteran. He'd told everyone about combat. He was actually an Army clerk.
Binghamton found out who he was and protested. So did Delhi. So did Fleischmanns. Each time he had to leave.
So his parole officer quietly moved him to Rochester. Local police weren't notified.
Within a year, women started disappearing in the area. By the end of 1989 there were 11 more victims.
A police helicopter on a routine search spotted one of them near a creek in January 1990. Officers on the ground looked up at the bridge and saw a man standing by his car. It was him.
At trial his defense said he had another personality living inside him. A woman named Bessie. The jury didn't buy it. 250 years.
The head of New York's parole division defended the release. He said Shawcross would've walked out in 1989 anyway on good behavior.
He died in prison in 2008. The deal from 1972 is still the part people can't get over.
Ozempic once offered Gabriel Iglesias $1,000,000 to be the face of the brand. He turned it down.
Years later he started taking it anyway.
This is a guy whose whole career is his size. He's "Fluffy." His 2009 special was literally called "I'm Not Fat... I'm Fluffy." At his heaviest he was close to 440 pounds, with diabetes and circulation so bad his legs went dark.
Weekly shots. Five months.
He told Shannon Sharpe his appetite just disappeared. Food stopped being a thought.
The scale went down. But he was losing more muscle than fat, and his shoulders, the part of his body he actually liked, started shrinking. So he quit.
20 pounds came back almost overnight. "It is scary how quickly you regain the weight."
Now he wants to lose it for real. He says if he drops 100 pounds he might not be Fluffy anymore.
Radio host Big Boy went through the same thing. Lost the weight, lost the name. Told Gabriel he wasn't Big Boy anymore, but he was alive.
Gabriel says that's the part that matters.
Wade retweeted
In 1997 Garry Kasparov lost a match to a computer for the first time. I asked Grok and Opus 5.5 to rebuild the search that beat him, and one of the moves that shook him turned out to come from a bug.
Game 1, move 44. Deep Blue got stuck in a loop, couldn't pick a move, and fell back on a random legal one. Kasparov didn't know that. He saw a move no engine "should" play and read it as a depth of understanding he hadn't expected. He lost the match 3½–2½, accused IBM of human help in game 2, and asked for a rematch. IBM dismantled the machine instead.
The bug wasn't the reason Deep Blue won. The math under it was.
The math -
V(s) = max over my moves, min over your moves, of V(next position)
Chess has about 35 legal moves per position. Every ply multiplies the tree by 35:
1 ply: 35
2 plies: 1,225
4 plies: 1,500,625
6 plies: 1,838,265,625
12 plies: 3,379,220,508,056,640,625
At 200 million positions per second, plain minimax at 12 plies takes about 535 years.
Alpha-beta pruning drops every branch that can't change the final choice. With perfect move ordering the work falls from 35^12 to roughly 35^6. Same depth, same answer, about 9 seconds.
Deep Blue had about 3 minutes per move. On average it searched 12.2 plies at full width and went past 30 plies in forcing lines.
↓
What made it strong, in numbers:
480 custom chess chips
126 million positions per second on average, 330 million at peak
about 8,000 features in the evaluation function
4,000 hand-checked opening positions
700,000 grandmaster games behind the opening book
each extra ply worth roughly 50–70 Elo
Kasparov's edge was knowing which 3 moves out of 35 deserved a look. Deep Blue's edge was proving that the other 32 didn't matter.
The same pruning idea runs in route planners, game AI and any search where most of the options can be ruled out without ever being checked.
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it's getting f*cking dangerous
a 23-year-old dev from CHINA just spun up 300 CLAUDE CODE agents in parallel and wired them into a verification layer so not one of them could bullshit him
he opens the live dashboard:
> 300 agents writing and cross-checking at the same time
> every output checked against the source in ~100 ms
> 3 passes over 100 company profiles → 0 errors left
> everything drops straight into an OBSIDIAN vault
the whole trick is the split. one model does the work, a cheaper one rules on whether the claim is actually true. the loop doesn't stop until every claim checks out
an analyst team would bill weeks for this. he got it in a single run
same REA + OPUS 5.5 swarm setup that keeps going around. full breakdown below
holy sh*t. KARPATHY's second brain now runs as 3 GROK BOTS in one group chat. his original post did 22M views and one build of it has 85,000 bookmarks
each bot has its own memory and one job:
→ the reader takes every link, pdf and voice note you drop, and never edits them
→ the librarian rewrites every wiki page that source touches, usually 10 to 15 at a time
→ the checker wakes up nightly and hunts contradictions, stale claims and pages nothing links to
the rules that make it worth trusting:
→ a new source contradicts an old page, you get flagged instead of quietly overwritten
→ 30 days with no fresh source and the page is marked unconfirmed
→ good answers get filed back as pages, so it grows from use, not just from reading
every page has to show:
> the claim
> the source it came from
> the date it was last confirmed
a second brain can sound sure while remembering the wrong thing. that is what the checker is for
Reader collects. Librarian writes. Checker doubts.
paste this into GROK BOT:
"Build me a second brain with three bots in one group chat. Keep my sources untouched in raw/, maintain wiki/ yourself, file good answers back as pages and run a nightly check for contradictions. Show me the structure first. Do not create anything until I confirm"
start with one project you actually work on, not your whole life
CLAUDE OPUS 5.5 + REA rebuilt 697 functions in 12 days. 696 came out exact
zero lines of the original code copied
that last part is the trick. REA reads what sits inside the program. OPUS never touches the source, it builds from a written spec in a separate session
the loop
1. npx rea-agents@latest setup
connects REA to CLAUDE CODE
2. pick ONE feature. let REA trace how it actually works, then write the behavior and the rules into spec.md
no code in that file. only what the thing does
3. open a fresh claude session with nothing but the spec
it rebuilds the feature having never seen the original
4. the step everyone skips
hand it 3 versions you broke on purpose. all 3 have to fail your tests
if a broken one passes, your tests are decoration
step 4 is why 696 of 697 landed. the tests caught the misses before they became part of the build
clean room has been legal practice for 40 years. write down what it does, then build only from what you wrote 🐧