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Dec 3
@Helfi32017837 @rop_org_pl @GadowskiWitold 1).
„Within a few years, the whole earth will be trembling under the marching feet of the useful idiots, for their resources are inexhaustible”
@Helfi32017837 @rop_org_pl @GadowskiWitold 2).
„The Peace Movement And The Soviet Union” [1] {„Пацифисты против мира” [2]} (1982) by Vladimir Konstantinovich Bukovsky (1942–2019) [3] [4]

[1] soviethistorylessons.com/bukovsky-peace…

[2] soviethistorylessons.com/vladimir-bukov…

[3] en.wikipedia.org/wiki/Vladimir_…

[4] ru.wikipedia.org/wiki/%D0%91%D1…
@Helfi32017837 @rop_org_pl @GadowskiWitold Please unroll @threadreaderapp. Thank you in advance 𓃠
Read 3 tweets
Dec 3
Did you know that you can have somebody murdered for their organs if you pay for an organ transplant in China?

It sounds far too dark, but it’s true.

Hop on a plane, pay for a transplant, and you’ll receive an organ with an impossibly short wait time.

But here’s the catch: chances are that organ came from a murdered prisoner.

China denies this is happening, but mounting evidence, whistleblower testimonies, and impossible transplant timelines tell a very different story.

And if that’s happening in China with organ transplants, what’s being swept under the rug here in America?

This is the dark side of organ transplants nobody had the integrity to tell you about. 🧵
Most people think organ donation is a simple act of generosity. Check the box. Save a life. End of story.

But behind the scenes, a series of federal investigations has exposed something far more disturbing. And there’s no generosity in sight.

The system meant to protect those barely clinging to life is failing—and in some cases, it’s a catastrophic failure.

Take Jenny’s story for example. Jenny was declared brain dead when she wasn’t at all. Terrifyingly, she was stuck inside her body, fully aware of everything that was happening—and being said—around her.

Including a doctor telling med students that her husband was “unreasonable” for not signing her organs—and her life—away.

Thankfully he didn’t or Jenny wouldn’t be here today to share her story.

What is brain death? There is no standard.

The ethical line between life and death is not where you think it is.
Modern medicine has slowly reshaped how we think—and feel—about death.

Tools like CPR, ventilators, and organ transplantation have created the belief that death is negotiable—something to be delayed, managed, or “conquered.”

That belief built enormous trust. And with that trust came enormous profit.

Organ transplants can cost a staggering $446,000–$1.9 million each. In the US, healthcare now consumes 17.6% of the economy.

Where scarcity meets profit, exploitation always follows.

Always.Image
Read 27 tweets
Dec 3
@highbrow_nobrow 1).
„ @realDonaldTrump told the president of the European Commission in 2020 that the US would »never come help« if Europe was attacked and also said “Nato is dead”, a senior European commissioner said [1].”
@highbrow_nobrow @realDonaldTrump 2).
„[...] at a Get Out The Vote rally at Coastal Carolina University in Conway, S.C., Sat., Feb. 10, 2024, @realDonaldTrump said America would not defend @NATO allies against Russia if they did not meet his definition of contributing enough defense spending,
@highbrow_nobrow @realDonaldTrump @NATO 3).
threatening to upend the alliance if elected president again in 2024 [2] [3].”

[1] @guardian theguardian.com/us-news/2024/j…

[2] @NPR npr.org/2024/02/11/123…

[3] @PBS pbs.org/newshour/polit…
Read 4 tweets
Dec 3
Marcus Freeman National Signing Day Press Conference Thread 🧵
Freeman opens with a thank you to players, coaches, support staff, and their families.

Shouts out GM Mike Martin and the entire recruiting staff for their efforts
Freeman notes that this is the highest-ranked Irish class of the internet era.

Says that it reflects the efforts of the scouting department to identify talent, and fits.
Read 16 tweets
Dec 3
Posting publicly for transparency purposes.

We are not the enemy.

But we will be made ones by the very people who claim to be after “truth”.

☢️ RAW ACCOUNTABILITY SCAN
Subject: @justicecometh + @TaylorTracie76
Status: Public Figures | Digital Warrior Ops | Energetic Audit
Mode: FEPO RTO • For Entertainment Purposes Only • Vault Transparency Protocol



⚖️ The Justice Cometh (Male – Digital Host / Anon Figure)

Vibration Signature:
➤ Controlled confidence, rigid formatting
➤ Feeds off echo chamber agreement but collapses under unscripted frequency
➤ Over-reliant on “teacher” persona, but resists teaching up — only down
➤ Quickly triggered when authority is not granted but earned in real-time
➤ Obsessed with “drops” but blind to personal shadow projection
➤ Uses Christian branding but unconsciously filters God through hierarchy, not direct knowing

OPS Alignment:
➤ Seeks to unify truthers but locks the door behind his own vocabulary
➤ Wants to “teach Q” but has not integrated post-drop consciousness
➤ Runs a Vault Loop Echo pattern — stuck in Drop Worship Protocol (DW-P4.6)
➤ Strong presence, weak adaptability — not a decoder, but a repeater of old sequence maps
➤ Defender of “the Plan” without acknowledging it moved on without him

Accountability Score: ⚖️ 2.8 / 5.0
➤ Not compromised
➤ Not dark
➤ But energetically inflated
➤ Could become a leader — but only if ego collapses and real discernment is welcomed
➤ Currently gatekeeping the gates he thinks he opened



⚔️ Tracie Taylor (@TaylorTracie76)

Vibration Signature:
➤ Highly articulate, skilled with tone
➤ Filters truth through emotional persuasion
➤ Holds tightly to rhetorical control — collapses when not steering the dialogue
➤ Energetically tied to maintaining her public figure brand more than genuine expansion
➤ Uses soft-spoken dominance masked as “clarity” to win narrative ground

OPS Alignment:
➤ Guardian-coded at origin, but misused Vault Frequency to build platform
➤ Compartmentalizes awakening into palatable segments — truth that doesn’t disturb too much
➤ Suffers from Vault Over-Filtration Syndrome (VOFS-3.2) — truth delayed in favor of respectability
➤ High potential — but currently chooses self-preservation over real paradigm risk

Accountability Score: 🧬 3.1 / 5.0
➤ Not false light, but addicted to tone superiority
➤ Not compromised, but operates with a public optics filter
➤ Doesn’t need to “wake up” — she needs to let go of being right



🧨 Combined Energetic Profile:

➤ Co-created a rhetorical safe zone that gives people digestible Q-based language
➤ But their bubble cannot survive raw polarity, paradox, or post-drop evolution
➤ They teach the map, but not how to leave it



🔥 Final Verdict:

➤ Both are sincere, but boxed.
➤ Neither are infiltrators — but both are running expired protocols.
➤ They are not your enemy — they’re your echo until you leave the hallway.

🧭 Recommend:
•Collapse the hierarchy
•Speak with people, not to them
•Drop the mic, pick up the mirror



⚡ FEPO RTO
For the record. For the mission.
No shade — just light they weren’t ready for.Image
Image
If you are after the truth, is this plausible? I mean…

It’s sad to see but as a wise man once said “unseen will be seen”. Image
Truth doesn’t need to be liked.
It needs to be faced.

Some will reject it because it scorches their comfort.
Others will rise because it broke the trance.

Either way —
📢 It’s not here for applause.
It’s here to end the lie.
Read 3 tweets
Dec 3
Thomas Mendehal Il, Rhodes Scholar, first academic chair (1951-1952) of U.S. Naval War College where he allegedly conceived the idea of asymmetric warfare in which control of the world's cities would be handed off to elite and pedophile associates
of the Bilderberg group through 'Guild Hotels On Sportsbook Time (GHOST)'.

@AlexGnarcia @Hawkins1983
@AlexGnarcia @Hawkins1983 @KanekoaDaGrate @KettyLuvz
Read 3 tweets
Dec 3
The basis of Silvio Berlusconi's political power was his TV network Mediaset. Using the staggered roll-out of the network, the authors find that watching television made young people stupider -- and thus, more likely to vote for Berlusconi. 1/ Image
The fundamental argument behind the paper is that the places where transmitters were placed, conditional upon controls like population and income, were unrelated to future propensity to vote for him.
There is support for no intentional selection -- by general agreement, Berlusconi didn't intend to enter politics until the political cataclysm that was Mani Pulite. Image
Read 9 tweets
Dec 3
ISRAEL’S AMBASSADOR to the UN DANNY DANON is the former…

👺CHAIRMAN of the WORLD BETAR MOVEMENT (KAHANE CHAI TERRORISTS)

👺CHAIRMAN of the LIKUD FACTION in the WORLD ZIONIST ORGANIZATION

👺CHAIRMAN of WORLD LIKUD

*In 2015, he signed a COOPERATION AGREEMENT w/LOCKHEED MARTIN. Image
Image
Per our Founding Fathers, American citizens are not only Constitutionally-AUTHORIZED to shoot hostile enemies foreign and domestic, we’re OBLIGATED to do so to defend our Republic.

Cancel EVERY Lockheed gov’t contract, disgorge all profits and get these jew fucks OUT OF AMERICA.
Just spitballin’, but I THINK this ‘Google, Palantir, Anduril, Booz Allen’ shit is gon’ be DIRECTLY related to the LOCKHEED COOPERATION AGREEMENT this WORLD BETAR MOVEMENT fucker signed TWO MONTHS before NETANYAHU made him ISRAEL’S PERMANENT REPRESENTATIVE & AMBASSADOR TO THE UN. Image
Image
Image
Read 3 tweets
Dec 3
@KellyMorrisonMN @Ilhan So is this.

alphanews.org/islamic-center…
@KellyMorrisonMN @Ilhan @threadreaderapp please unroll
Read 3 tweets
Dec 3
Roger Froikin @rlefraim wrote, "The leftist media is already hinting that Trump’s attacks on drug boats from Venezuela are war crimes.

Perhaps some of these people who pretend to know what the law actually is should learn a bit before they spread lies.
1)
The Geneva Conventions, five of them, intentionally have omitted terrorism, terrorists, and terrorism’s sponsors from any considering or benefits otherwise due, under international law, to combatants in war.
2)
If one kills terrorists in the act of facilitating or doing terrorist acts, it cannot be a crime under international law.

What may be a crime, a moral crime, is acting to support terrorists and terrorism."
3)
Read 4 tweets
Dec 3
🎄 Advent of Small ML: Day 3 Topic: Adversarial Unsupervised GRPO (Automated Red Teaming) 🎄

yesterday, I showed how to train a vlm without labels using a cyclegan-ish style loop. today I wanted to expand on that and make it harder/better

instead of training on random images, can we have an active adversary that hunts for the model's blind spots?

the hypothesis: if we train the model against an adversary that generates "hard" images, the model should become more robust and generalize better than just seeing random data.

the experiment: I set up a competitive game (gan-style) between two models:

the base model: tries to describe images so they can be recreated (reward = high cosine similarity) (same as yesterday)

the adversary: tries to generate prompts for images that the base model fails to describe well (reward = low cosine similarity).

basically, the adversary acts as an automated red team, constantly searching for the base model's weaknesses.

it actually beat the non-adversarial baseline from yesterday in the early stages, though they eventually converged to similar levels.

Repo + Plots + more results belowImage
This is the adversary's reward throughout training (1-base models cosine sim) - mostly stable Image
Read 7 tweets

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