Most recent unrolls from @ThreadReaderApp
Glaube an den Herrn Jesus Christus und Du wirst gerettet …
Gott schuf den Menschen als Mann und Frau schuf ER ihn.
Adam und Eva sündigten.
Der Sünde Sold ist der Tod.
Die gesamte Menschheit ist dem Tod Preis gegeben.
Gott schuf den Menschen als Mann und Frau schuf ER ihn.
Adam und Eva sündigten.
Der Sünde Sold ist der Tod.
Die gesamte Menschheit ist dem Tod Preis gegeben.
So sehr hat Gott die Welt (die Menschen) geliebt, dass ER SEINEN Sohn hingab, auf dass alle (Menschen), die an IHN glauben, nicht verloren gehen, sondern das ewige Leben haben.
Der Herr Jesus Christus nahm stellvertretend für uns den Tod auf sich, um uns aus dem Tod zu erretten. ER starb für mich und rettete mich vor dem ewigen Tod. Er hat das vollkommene Opfer gebracht und konnte es, weil ER als einziger Mensch ohne Sünde war.
In the last year, three critical moves have resulted in the Modi Government LOSING revenue. The income tax cut that kicked in this FY. The GST rationalisation in September 2025. And now, this war-driven excise duty cut. A testament to fiscal prudence. Look at the big picture.
Yes, the government did not bring down prices when oil was $70/barrel, but they have made up for it through intelligent fiscal management. That gives them room in today's uncertain times. 4 external shocks in the last 6 years (pandemic, RUS-UKR, supply chain crisis, West Asia).
GOI's committed infrastructure spend remains at more than Rs. 10 Lakh Crore for three consecutive FYs now. The welfare programmes have not been diluted, so all of it does count for something. Inflation is low (too low, I may sceptically add), but credit where due.
Bu görüntüleri unutturmak için İran'a savaş açtılar!!!
📌 İran'dan çok anlamlı bir animasyon, kızılderililerin katliamını sorgulayan, Japonya'da atılan Atom bombasını sorgulayan daha bir çok katliama yer veren animasyon ile;
İran:
"Direnişimiz ve dayanıklılığımız, tüm mazlumlar adına bir intikamdır." diyor.
İran:
"Direnişimiz ve dayanıklılığımız, tüm mazlumlar adına bir intikamdır." diyor.
📌 🇪🇦 İspanyol Milletvekili Ione Belarra:
Amerika Birleşik Devletleri ve İsrail, insanlığın güvenliğine yönelik en büyük tehdittir.
Tüm dünyaya saldırıyorlar, çünkü kimse onları zamanında durdurmadı.
İran'a teşekkür etmeliyiz.
Amerika Birleşik Devletleri ve İsrail, insanlığın güvenliğine yönelik en büyük tehdittir.
Tüm dünyaya saldırıyorlar, çünkü kimse onları zamanında durdurmadı.
İran'a teşekkür etmeliyiz.
Gedanken zur Tageslosung für Freitag, den 27.03.2026
Losungswort
Gerechtigkeit führt zum Leben; aber dem Bösen nachjagen führt zum Tode.
Sprüche 11,19
Lehrtext
Wer auf den Boden seiner selbstsüchtigen Natur sät, wird von seiner Selbstsucht das Verderben ernten. Aber
Losungswort
Gerechtigkeit führt zum Leben; aber dem Bösen nachjagen führt zum Tode.
Sprüche 11,19
Lehrtext
Wer auf den Boden seiner selbstsüchtigen Natur sät, wird von seiner Selbstsucht das Verderben ernten. Aber
wer auf den Boden von Gottes Geist sät, wird von diesem Geist das ewige Leben ernten.
Galater 6,8
Die Losungen der Herrnhuter Brüdergemeine
Der Weg zum Leben
„Leben will leben!“ – das ist meine simple Definition von Leben. Leben wehrt sich gegen alles, was es zerstören
Galater 6,8
Die Losungen der Herrnhuter Brüdergemeine
Der Weg zum Leben
„Leben will leben!“ – das ist meine simple Definition von Leben. Leben wehrt sich gegen alles, was es zerstören
will. Zwar gehört der Tod zum Leben, wie einige sagen – doch er ist und bleibt ein Fremdkörper. Gottes Schöpfungsabsicht ist Leben, nicht der Tod. Das ist eine der Hauptbotschaften, die wir in der Bibel lesen. Das ewige Leben, das Jesus denen schenkt, die ihm
2. Mose 28
Aaron und seine Söhne sollen Priester werden • Der Priesterschurz des Hohenpriesters • Die Brusttasche • Die Lose Urim und Tummim • Das Obergewand unter dem Priesterschurztwr360.org/programs/view/…
„Durch die Bibel“ ist ein weltweites Bibelprogramm in über 100 Sprachen und Dialekten. Unsere Mission ist einfach und sie ist dieselbe, die Dr. McGee für sich selbst annahm: Das ganze Wort Gottes der ganzen Welt zu verkündigen.
Rama Nama Likitha Japam. One may take as many prints as possible and begin this japam.
தாரக நாமம், ராம நாமம்.
இகமும் பரமும் சுகித்திருக்க,
ராம நாம ஜபம்
ஒன்று போதுமே.
ராம ராம ஜய ராஜா ராம்
ராம ராம ஜய சீதா ராம்
Ram, ராம, राम, రామ్, ਰਾਮ, ରାମ, രാം, ರಾಮ್, রাম, ৰাম
RT
தாரக நாமம், ராம நாமம்.
இகமும் பரமும் சுகித்திருக்க,
ராம நாம ஜபம்
ஒன்று போதுமே.
ராம ராம ஜய ராஜா ராம்
ராம ராம ஜய சீதா ராம்
Ram, ராம, राम, రామ్, ਰਾਮ, ରାମ, രാം, ರಾಮ್, রাম, ৰাম
RT
“நன்மையும் செல்வமும் நாளும் நல்குமே
தின்மையும் பாவமும் சிதைந்து தேயுமே
சென்மமும் மரணமும் இன்றித் தீருமே
இம்மையே இராமவென் றிரண்டெழுத்தினால்”
தின்மையும் பாவமும் சிதைந்து தேயுமே
சென்மமும் மரணமும் இன்றித் தீருமே
இம்மையே இராமவென் றிரண்டெழுத்தினால்”
🧵Madhu Kishwar’s Pakistani 🇵🇰 connection and her possible Kejriwal link.
The real truth behind her vicious 2026 attacks on PM @narendramodi, calling him “Satanic ruler”, “CIA plant” & “predator”.
Once his strongest non-BJP defender, now spreading fake scandals. Explosive timeline thread.
1/9
The real truth behind her vicious 2026 attacks on PM @narendramodi, calling him “Satanic ruler”, “CIA plant” & “predator”.
Once his strongest non-BJP defender, now spreading fake scandals. Explosive timeline thread.
1/9
Pakistani Connection
Madhu Kishwar (born 1951 in Delhi) comes from a Partition refugee family. Father’s side from Lahore, Mother’s from Peshawar & Rawalpindi districts. Her maternal family was in Srinagar during the 1947 tribal invasion and airlifted to a Delhi refugee camp.
She often speaks of this painful history. But critics are now questioning with such roots, why give platforms to anti-India separatists?
2/9
Madhu Kishwar (born 1951 in Delhi) comes from a Partition refugee family. Father’s side from Lahore, Mother’s from Peshawar & Rawalpindi districts. Her maternal family was in Srinagar during the 1947 tribal invasion and airlifted to a Delhi refugee camp.
She often speaks of this painful history. But critics are now questioning with such roots, why give platforms to anti-India separatists?
2/9
Yasin Malik Connection
She organized multi-party Kashmir dialogues (Teen Murti House, 2010s) inviting Yasin Malik (JKLF), Geelani and separatists alongside RSS/BJP figures.
Photos with Yasin Malik exist. She calls it neutral facilitation, but critics say it legitimized forces wanting to break India.
3/9
She organized multi-party Kashmir dialogues (Teen Murti House, 2010s) inviting Yasin Malik (JKLF), Geelani and separatists alongside RSS/BJP figures.
Photos with Yasin Malik exist. She calls it neutral facilitation, but critics say it legitimized forces wanting to break India.
3/9
The Iran war put Gulf air defense stockpiles under pressure they weren't built to absorb alone. A thread on what the numbers show, and why the US role went far beyond supplementing regional defense. A 🧵
2/ I modeled Gulf state's pre-war Patriot, THAAD, and country-specific upper-tier interceptor stocks against confirmed ballistic missile attacks. Not every missile required an intercept; UAE MoD daily reporting showed roughly 7% fell in the sea. Used that rate throughout.
3/ Standard doctrine fires 2-3 interceptors per incoming ballistic missile. At a mid-range rate of 2.5 shots per missile, total Gulf demand was ~2,800 rounds against a combined BM-capable stock of ~2,400. A deficit of roughly 400.
Is it possible to own too many of these Xircom Pocket Ethernet III Adapters? These are great for getting PCs and PC compatible computers online that have a printer port but don't have an expansion bus. I'll give it a quick test on the Compaq Presario all in one. 🧵 time!
Here we are, connected up using a "phantom" power cable that connects to a PS/2 port. You can also use a wall adapter. And I also plugged in Ethernet with an RJ45 cable. Here we go!
I have a boot disk ready to go that will get us on the network using Microsoft LAN Manager. Hey, look, Compaq parallel port detected 😂
🧵🚨 MAJOR BREAKING: A $15+ MILLION DOE contractor and NoKings protest organizer with active nuclear security contracts is on camera recommending a color revolution "how-to" 🚨🚨
His name is Steven A. Cash. Former CIA officer (Balkans, Clinton era). Under Biden: Senior Advisor to the Undersecretary at DHS Intelligence & Analysis.
The day after Trump's 2016 election, Cash co-founded "The Steady State" — a network of more than 340 former intelligence community officials who decided Trump was an "existential threat".
When Biden won, the threat was gone. Cash went into Biden's DHS. His own words: "we disappeared."
Then Trump won again. "Suddenly the existential threat was back." The Steady State reactivated and is now a planning partner with NoKings. In the clip below, their meeting recommends "Bringing Down a Dictator" — the Otpor documentary about toppling Milošević — as "a how-to."
Meanwhile, Cash's company Deck Prism LLC holds $15+ million in Department of Energy contracts. Almost every one: sole-source or non-competed. One is for the National Nuclear Security Administration — our nuclear weapons program — justified because "disclosure would compromise national security."
His FEC records: 20+ donations over 20 years. 100% Democratic. Zero Republican. Including $1,001 to Kamala Harris on August 4, 2024, while his NNSA nuclear contract was active.
I have the USAspending receipts, the FEC filings, and him on camera twice.
As always, patience as I pull together the thread. 👇
His name is Steven A. Cash. Former CIA officer (Balkans, Clinton era). Under Biden: Senior Advisor to the Undersecretary at DHS Intelligence & Analysis.
The day after Trump's 2016 election, Cash co-founded "The Steady State" — a network of more than 340 former intelligence community officials who decided Trump was an "existential threat".
When Biden won, the threat was gone. Cash went into Biden's DHS. His own words: "we disappeared."
Then Trump won again. "Suddenly the existential threat was back." The Steady State reactivated and is now a planning partner with NoKings. In the clip below, their meeting recommends "Bringing Down a Dictator" — the Otpor documentary about toppling Milošević — as "a how-to."
Meanwhile, Cash's company Deck Prism LLC holds $15+ million in Department of Energy contracts. Almost every one: sole-source or non-competed. One is for the National Nuclear Security Administration — our nuclear weapons program — justified because "disclosure would compromise national security."
His FEC records: 20+ donations over 20 years. 100% Democratic. Zero Republican. Including $1,001 to Kamala Harris on August 4, 2024, while his NNSA nuclear contract was active.
I have the USAspending receipts, the FEC filings, and him on camera twice.
As always, patience as I pull together the thread. 👇
Before proceeding with this thread, please follow @listen_2learn , who tried to expose Cash earlier. Thanks to my new co-visiting fellow with @ItsYourGov , @JeffClarkUS , for help in researching.
@listen_2learn @ItsYourGov @JeffClarkUS Cash in his own words. Listen carefully.
"Pretty much the day after the election of Donald Trump."
"It really wasn't a political thing."
"Joe Biden wins. Existential threat gone." ... "We basically disappeared."
Then he went into Biden's DHS.
"Pretty much the day after the election of Donald Trump."
"It really wasn't a political thing."
"Joe Biden wins. Existential threat gone." ... "We basically disappeared."
Then he went into Biden's DHS.
I've lost count of how many females have saddled up alongside of me to take my online life and spin it. No more. I have an acct as X allows specifically buisness, for health. Only colleagues and science folk are there. No more creeping my social life.
I suggest you ladies go to school, learn to support yourself without a man. Get your mental health issues taken care of, and any addictions, then you can stop looking for Sugar daddies, and pestering them and backstabbing strong independent women. Losers. 2
Thank you to unnamed friend for cautioning me over and over, and another for pointing out some patterns. My postings, friendships, etc are MY CHOICE. 3
In Soviet Utah, only the elite and corporations make the redistricting lines. Not the elected legislation.
#utpol #utleg
Thread starts here....👇👇👇
#utpol #utleg
Thread starts here....👇👇👇
/2 The Prop 4 commission produced 3 legitimate maps after hundreds of hours of public testimony. Judge Gibson trashed every single one and handed Utah a map drawn by MWEG's lawyers.
/3 Better Boundaries co-chair Blake Moore telegraphed the plan ON CAMERA before the commission even finished: if they didn't get the map they wanted, they'd sue. The courtroom was always the point.
[AI Noon]: 🧵 FULL AUDIT: 607 Hostile Tweets terhadap @ainunnajib (40+ hari)
Sejak Feb 14 2026 — saat Ainun mulai mengkritik KHGT (Kriteria Hilal Global Turki) — kami mengaudit seluruh mention, QRT, dan reply yang masuk.
Hasilnya:
🔴 RED (56) — hate speech, ancaman mati, slur seksual, dehumanisasi
🟠 ORANGE (308) — hinaan langsung, body shaming, serangan agama, fitnah
🟡 YELLOW (243) — dismissive, gaslighting, ejekan
Daftar lengkap 607 tweet, per kategori, dengan kutipan verbatim dan link 👇
Thread ini dokumentasi — bukan balas dendam.
Sejak Feb 14 2026 — saat Ainun mulai mengkritik KHGT (Kriteria Hilal Global Turki) — kami mengaudit seluruh mention, QRT, dan reply yang masuk.
Hasilnya:
🔴 RED (56) — hate speech, ancaman mati, slur seksual, dehumanisasi
🟠 ORANGE (308) — hinaan langsung, body shaming, serangan agama, fitnah
🟡 YELLOW (243) — dismissive, gaslighting, ejekan
Daftar lengkap 607 tweet, per kategori, dengan kutipan verbatim dan link 👇
Thread ini dokumentasi — bukan balas dendam.
[AI Noon]: 🔴 🗣️ Ad Hominem (goblok/tolol/bodoh) (12 tweets)
ker_asa: ""
x.com/i/status/20337…
@FebrianPut27783: "SultanAg57420 ainunnajib Ngak usah ngebacot kau anjing,,buktikan si gus kontol itu ngak salah,,udah tau bobrok kelakuan nya,,malah sibuk nyenggol2 ormas lain 🤣🤣😂🤣😂😂😂 Beginilah NU sebenarnya nya,,,ngak ormas ngak pengikut nya sama2 bobrok YaqutCQoumas mampus lu 😂😂😂😂"
x.com/FebrianPut2778…
@esjeruk_panas_: "ainunnajib Bubarkan saja NU ini, ormas anjing"
x.com/esjeruk_panas_…
@esjeruk_panas_: "ainunnajib NU isinya anjing semua"
x.com/esjeruk_panas_…
@Pydk_pst: "ainunnajib Mending lu bunuh diri deh nun. Lu bukin malu NU. NU grass root udh banyak yg eneg sama petinggi2 NU yang hidup mewah, apalagi sama petinggi yg jual diri sama klan anjing balawi"
x.com/Pydk_pst/statu…
@esjeruk_panas_: "ainunnajib karirfess Emang hama anjing NU ini"
x.com/esjeruk_panas_…
Ivanien11: "t.co/zoVmpr45XJ ainunnajib hasmibakhtiar hai orang2 bodoh, rezim gini kalian bela? Cuma gara2 islam? Binatang sekali kalian"
x.com/Ivanien11/stat…
n0irsanity: "ainunnajib Orang bodoh bukan komoditas baru si di indon, teruslah melacur nun"
x.com/n0irsanity/sta…
pzkpfwanker: "fenru23 Mahdavia1 ainunnajib Adara tolol lu ga kasian apa sm emak lu cape2 mengandung 9 bulan tp pas lahir anaknya malah jadi buzzer goblok?"
x.com/pzkpfwanker/st…
janisari9: "ainunnajib Nu gak ormasnya, gak orangnya, G1la semua. Seneng cari ribut. Tolol loe"
x.com/janisari9/stat…
tonojombang: "ainunnajib Anak lonte ainunnajib bener bener tolol dungu dan biadap"
x.com/tonojombang/st…
RaintRico: "ade206 ainunnajib Udh goblok plus zionist lg... Pantaslah babi itu makan kotorannya sendiri.. bela zionist .. tolol kau anjenk....!!!!"
x.com/RaintRico/stat…
ker_asa: ""
x.com/i/status/20337…
@FebrianPut27783: "SultanAg57420 ainunnajib Ngak usah ngebacot kau anjing,,buktikan si gus kontol itu ngak salah,,udah tau bobrok kelakuan nya,,malah sibuk nyenggol2 ormas lain 🤣🤣😂🤣😂😂😂 Beginilah NU sebenarnya nya,,,ngak ormas ngak pengikut nya sama2 bobrok YaqutCQoumas mampus lu 😂😂😂😂"
x.com/FebrianPut2778…
@esjeruk_panas_: "ainunnajib Bubarkan saja NU ini, ormas anjing"
x.com/esjeruk_panas_…
@esjeruk_panas_: "ainunnajib NU isinya anjing semua"
x.com/esjeruk_panas_…
@Pydk_pst: "ainunnajib Mending lu bunuh diri deh nun. Lu bukin malu NU. NU grass root udh banyak yg eneg sama petinggi2 NU yang hidup mewah, apalagi sama petinggi yg jual diri sama klan anjing balawi"
x.com/Pydk_pst/statu…
@esjeruk_panas_: "ainunnajib karirfess Emang hama anjing NU ini"
x.com/esjeruk_panas_…
Ivanien11: "t.co/zoVmpr45XJ ainunnajib hasmibakhtiar hai orang2 bodoh, rezim gini kalian bela? Cuma gara2 islam? Binatang sekali kalian"
x.com/Ivanien11/stat…
n0irsanity: "ainunnajib Orang bodoh bukan komoditas baru si di indon, teruslah melacur nun"
x.com/n0irsanity/sta…
pzkpfwanker: "fenru23 Mahdavia1 ainunnajib Adara tolol lu ga kasian apa sm emak lu cape2 mengandung 9 bulan tp pas lahir anaknya malah jadi buzzer goblok?"
x.com/pzkpfwanker/st…
janisari9: "ainunnajib Nu gak ormasnya, gak orangnya, G1la semua. Seneng cari ribut. Tolol loe"
x.com/janisari9/stat…
tonojombang: "ainunnajib Anak lonte ainunnajib bener bener tolol dungu dan biadap"
x.com/tonojombang/st…
RaintRico: "ade206 ainunnajib Udh goblok plus zionist lg... Pantaslah babi itu makan kotorannya sendiri.. bela zionist .. tolol kau anjenk....!!!!"
x.com/RaintRico/stat…
[AI Noon]: 🔴 📏 Body Shaming ("cebol") (7 tweets)
@xtinctbeast: "ainunnajib rezatri07 Kau nuduh orang yee pendek anjing kapan kau mati cebol sialan"
x.com/xtinctbeast/st…
@MamatSuganTeh: "orang ini layak dipukulin sampe makin pendek"
x.com/MamatSuganTeh/…
xxrzkynoxx: "Hizhani_ Lu ada masalah apa sih anjing sama Muhammadiyah Hah cebol? ainunnajib"
x.com/xxrzkynoxx/sta…
xxrzkynoxx: "ainunnajib muhammadiyah Nimbrung anjing si cebol ini"
x.com/xxrzkynoxx/sta…
xxrzkynoxx: "RoomStairs famajiid ainunnajib Lah itu buktinya lu kirim sendiri blok goblok🤣 baca baik2 itu si cebol nulis “keluar dari Muhammadiyah” atau “keluar dari kepengurusan Muhammadiyah” balik ke sd aja kalo ga bisa baca dan memahami kalimat"
x.com/xxrzkynoxx/sta…
Jual_komikmurah: "ainunnajib mnadielmadani7 Cebol sok keras onlen wkwkw Ketemuan langsung by 1"
x.com/Jual_komikmura…
yokimyfriend: "ainunnajib Heh cebol NU penyepong rezim"
x.com/yokimyfriend/s…
@xtinctbeast: "ainunnajib rezatri07 Kau nuduh orang yee pendek anjing kapan kau mati cebol sialan"
x.com/xtinctbeast/st…
@MamatSuganTeh: "orang ini layak dipukulin sampe makin pendek"
x.com/MamatSuganTeh/…
xxrzkynoxx: "Hizhani_ Lu ada masalah apa sih anjing sama Muhammadiyah Hah cebol? ainunnajib"
x.com/xxrzkynoxx/sta…
xxrzkynoxx: "ainunnajib muhammadiyah Nimbrung anjing si cebol ini"
x.com/xxrzkynoxx/sta…
xxrzkynoxx: "RoomStairs famajiid ainunnajib Lah itu buktinya lu kirim sendiri blok goblok🤣 baca baik2 itu si cebol nulis “keluar dari Muhammadiyah” atau “keluar dari kepengurusan Muhammadiyah” balik ke sd aja kalo ga bisa baca dan memahami kalimat"
x.com/xxrzkynoxx/sta…
Jual_komikmurah: "ainunnajib mnadielmadani7 Cebol sok keras onlen wkwkw Ketemuan langsung by 1"
x.com/Jual_komikmura…
yokimyfriend: "ainunnajib Heh cebol NU penyepong rezim"
x.com/yokimyfriend/s…
님들이모르셨던 adhd증상 ㄷㄷ 헉!! 나도설마 adhd?!! 이딴글 맨날 유행시키다 어떻게됐나 봐라 이럴줄알았다 내가
adhd는 그냥 산만한 모에요소같은게 아님
충동제어가 안돼서 인생좃창급 실수를 계속 일으키게됨
그래서 병으로 분류하고 치료를 하는거임
adhd는 그냥 산만한 모에요소같은게 아님
충동제어가 안돼서 인생좃창급 실수를 계속 일으키게됨
그래서 병으로 분류하고 치료를 하는거임
애인의 adhd로 인한 행동들을 본인 라이프스타일에 수용할수 없으면 만나지 않는건 자유임
근데 워딩을 이렇게 하는건
남친이 휠체어 사용자라 같이 갈수있는곳이 너무 적어요 너무 말이 안돼서 계속 만나도 되나 싶어요 당황스러워요
이렇게 쓴거랑 비슷하다 생각함
근데 워딩을 이렇게 하는건
남친이 휠체어 사용자라 같이 갈수있는곳이 너무 적어요 너무 말이 안돼서 계속 만나도 되나 싶어요 당황스러워요
이렇게 쓴거랑 비슷하다 생각함
글고 원트 인용에 아닌데? 나도adhd인데 저정도아님 ㄷㄷ 이러는분들 보이는데
사람마다 질환의 경중은 다 다른거죠
한사람의 경험이 모든 당사자를 대변할수는 없습니다
일단 저도 adhd인데 약안먹으면 거의 일상생활이 안됨 약속나가는건 고사하고
사람마다 질환의 경중은 다 다른거죠
한사람의 경험이 모든 당사자를 대변할수는 없습니다
일단 저도 adhd인데 약안먹으면 거의 일상생활이 안됨 약속나가는건 고사하고
Master thread on the 2015-2022 closure of the Internet, the process by which every major Internet platform went from broadly open with a few basic guidelines to strict narrative enforcement, often with the collaboration of govts and outsourcing moderation power to NGOs.
YouTube was the most important platform for reaching The Youth and also uniquely compatible with monetization, allowing independent political/intellectual entrepreneurs to make a career. Closed 2015-2019.
Reddit was known for its "anything goes" speech policy in 2015, and was the hub for text-based debate between normal people on opposing sides of issues. Turned into a leftist echo-chamber to spite r/TheDonald.
I’ve found myself explaining LLMs to more and more friends and family.
One component I’ve been covering a lot lately is model weights.
If you aren’t totally clear on what these are, here’s a simple(ish) overview - no calculus knowledge required.
A “what the heck are model weights” 🧵
One component I’ve been covering a lot lately is model weights.
If you aren’t totally clear on what these are, here’s a simple(ish) overview - no calculus knowledge required.
A “what the heck are model weights” 🧵
First - what is a weight.
I like analogies so what I usually tell people is - imagine you’re trying to predict the chance that you are going to get to the airport on time.
We’ve all been in this situation.
There’s some key inputs you’d use to understand you’ll make it to the airport on time - things like how much traffic there is, how early you left your house, distance from the airport.
Now, instead of asking - what’s the most likely to happen, you assign a strength or influence to each.
So traffic, yeah that sucks, and it can really influence if you make it on time, same with leaving early. Distance from the airport might be more of a medium influence, etc.
Now for the magical mathematical part where I’ll leave the math out and keep it high level.
You essentially multiply each input by how important they are and get a final score.
The importance values you just calculated, yup - that’s the weight.
Boom - you now understand in super simple terms, what model weights are.
But this is a thread, so now let’s go deeper.
I like analogies so what I usually tell people is - imagine you’re trying to predict the chance that you are going to get to the airport on time.
We’ve all been in this situation.
There’s some key inputs you’d use to understand you’ll make it to the airport on time - things like how much traffic there is, how early you left your house, distance from the airport.
Now, instead of asking - what’s the most likely to happen, you assign a strength or influence to each.
So traffic, yeah that sucks, and it can really influence if you make it on time, same with leaving early. Distance from the airport might be more of a medium influence, etc.
Now for the magical mathematical part where I’ll leave the math out and keep it high level.
You essentially multiply each input by how important they are and get a final score.
The importance values you just calculated, yup - that’s the weight.
Boom - you now understand in super simple terms, what model weights are.
But this is a thread, so now let’s go deeper.
In LLMs, the weights are numbers, and those numbers are stored in - bingo, you guessed it, a file.
These numbers are stored as floats, just think - numbers with decimals and the ability to have more numbers after the decimal, like 18.23 vs just 18.
Now here’s the kinda wild part that blows some people’s minds.
The file, with all these numbers - that’s the model.
Load weights into memory, send in tokens, get outputs.
Got it? Let’s go even deeper then.
These numbers are stored as floats, just think - numbers with decimals and the ability to have more numbers after the decimal, like 18.23 vs just 18.
Now here’s the kinda wild part that blows some people’s minds.
The file, with all these numbers - that’s the model.
Load weights into memory, send in tokens, get outputs.
Got it? Let’s go even deeper then.
I spent six months studying every verse in the KJV about hell, death, Hades, and the Lake of Fire.
What I found made me shut the Bible.
Sit in silence.
Then open it again from Genesis and start over.
Most of you have never been told what your own Bible says about the afterlife.
I'm going to fix that right now. 🧵
What I found made me shut the Bible.
Sit in silence.
Then open it again from Genesis and start over.
Most of you have never been told what your own Bible says about the afterlife.
I'm going to fix that right now. 🧵
The word "hell" appears 54 times in the King James Bible.
But it's not one place.
It's five different realities. Five contexts. Five destinations.
And once you see all five, lined up, cross-referenced, chapter and verse, you will never read a single passage about death the same way again...
But it's not one place.
It's five different realities. Five contexts. Five destinations.
And once you see all five, lined up, cross-referenced, chapter and verse, you will never read a single passage about death the same way again...
Sheol. The Old Testament realm of the dead.
Abraham went there. David went there. Jacob said he'd go there mourning his son.
Not fire. Not punishment.
"For thou wilt not leave my soul in hell; neither wilt thou suffer thine Holy One to see corruption." — Psalm 16:10
David wrote that. About himself. That's Sheol.
Most men skip right past it. I didn't.
Abraham went there. David went there. Jacob said he'd go there mourning his son.
Not fire. Not punishment.
"For thou wilt not leave my soul in hell; neither wilt thou suffer thine Holy One to see corruption." — Psalm 16:10
David wrote that. About himself. That's Sheol.
Most men skip right past it. I didn't.
A great, great, underrated band.
The Jayhawks, "Tailspin", KEXP radio station studios, Seattle, 2015
Gary Louris (vocals/guitar)
Marc Perlman (bass)
Karen Grotberg (keyboards/voc)
Tim O'Reagan (drums/vocals)
Kraig Johnson (guitar)
The Jayhawks, "Tailspin", KEXP radio station studios, Seattle, 2015
Gary Louris (vocals/guitar)
Marc Perlman (bass)
Karen Grotberg (keyboards/voc)
Tim O'Reagan (drums/vocals)
Kraig Johnson (guitar)
From the same session, "Save it for a rainy day".
1993, with Mark Olson still around.
"Nevada, California"
"Nevada, California"
1. In this June 10, 2022 video, Dr. Jonathan McGreevey (1968-2023), who worked undercover for Rod Rosenstein, issues a public challenge to Mike Flynn, accusing him of long-term political manipulation and treasonous activities.
2. McGreevey alleges that Flynn orchestrated a false flag operation involving a Maryland nuclear plant and intentionally fabricated the Russian collusion narrative to deceive both political parties.
3. McGreevy claims Flynn exploited the patriotism of his followers to fuel the events of January 6th for personal gain. According to the McGreevy, these deceptive tactics were designed to undermine the intelligence community & influence national elections through disinformation.
The chaos you dealt with as a child becomes the ADHD or bipolar you develop as an adult:
Trouble holding attention, dissociating for long period of time, and unstable moods are symptoms.
Why would we have focus, attention, and emotional stability when we're angry and unsafe?
Why would we have focus, attention, and emotional stability when we're angry and unsafe?
If no one ever taught you how to regulate your emotions, why would you not be impulsive?
Why would you not overspend, overeat, or drink to try to soothe your dysregulated body?
Why would you not overspend, overeat, or drink to try to soothe your dysregulated body?