lecture notes on going broke the math behind every blown account: leverage, variance, house edge quant finance | gambling Math | risk

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Replying to @vontrixai
Even after a confession, he seemed obsessed with leaving confusion behind, as if doubt could soften what was found there
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Replying to @0xkumaa
A tiny phrase can be a fingerprint The machines missed what family memory caught immediately
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Replying to @mmoklaaa
That note detail is the kind of thing juries remember A repeated phrase can do more damage than a confession
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Replying to @Elyren_n
Her survival did what years of scattered cases couldn’t, gave investigators a living witness who could point straight at him
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Replying to @Allx032
Dexter King choosing to ask him face to face is the detail that stays with you
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Replying to @0_oRai
If the deal hides the why, the family gets paperwork instead of answers That shouldn’t be treated like cooperation
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Replying to @0_oRai
The theater detail says a lot: one scream, then ordinary people moved fast That child survived because hesitation didn’t win
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Replying to @xbtDoni
The strangest part is how ordinary the setting feels, considering the weight people still attach to that interview
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Replying to @rickyrates
A whole diagnosis can start wobbling when someone asks one practical question the performance wasn’t built to survive.
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Replying to @UScap1tal
Clean references turned suspicion into someone else’s risk. That part is hard to understand, and even harder to forgive.
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Replying to @0xmrledger
Silence can be a legal right, but it never feels neutral to the people left burying answers with their loved ones
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Replying to @0xmrledger
That 911 detail should have changed the whole stop. When the witness describes him hitting her, treating him as the victim becomes a dangerous miss.
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Replying to @Elyren_n
The deception is almost as shocking as the murder plot, because it shows how long she kept everyone living inside it.
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Replying to @0xkumaa
An eight year old surviving child naming her own mother in court is a detail you don’t forget easily.
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Replying to @tiltdiaries
That first call is the part investigators should never forget. A confession can sound absurd, but dismissal can cost years.
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Replying to @0xmrledger
A naked, bleeding child should have ended the encounter right there, not become a paperwork nuisance to be handed back.
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On July 23, 2025, the sister of a murdered Idaho student looked at the killer in court and said, "Sit up straight when I talk to you." When the judge later gave him the chance to explain, he used three words. In the video below, you see her statement. On November 13, 2022, four University of Idaho students were killed in a rented house in Moscow, Idaho. Kaylee Goncalves, 21. Madison Mogen, 21. Xana Kernodle, 20. Ethan Chapin, 20. The killer was Bryan Kohberger, 28, a PhD student in criminology at Washington State University. He left one thing behind: a knife sheath with his DNA on the button snap. Investigators traced it through genetic genealogy, matched it to trash from his family's home in Pennsylvania, and arrested him there six weeks later. In July 2025 he pleaded guilty to avoid the death penalty. He never gave a motive. At sentencing, Kaylee's older sister Alivea stood up. "I won't offer you tears. I won't offer you trembling." She read him the questions he would not answer. Why November 13th. Where the murder weapon is. Then she told him what he was. "You are not profound. You're pathetic." "You spent months preparing and still all it took was my sister and a sheath." When she finished, the courtroom applauded. He didn't move. Judge Steven Hippler asked if he wanted to speak. "I respectfully decline." He got four consecutive life sentences without parole, plus 10 years for burglary. The judge called him a "faceless coward" and said it was time to end his "15 minutes of fame." He took a plea to save his life and kept the one thing the families asked for. Should a guilty plea ever be allowed without the truth?
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Replying to @0xSammyAlpha
wild thing to learn from the news
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Replying to @callumxbt
this thread already feels wildly cursed
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Replying to @Elyren_n
some stories just rot in your chest
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