captjack 🏴‍☠️✨💜

🟢 CUDA: NVIDIA's Hidden Moat 💻
Why NVIDIA is so hard to dislodge from AI:
🔧 What CUDA solved
→ CPUs process tasks sequentially — too slow for AI
→ GPUs have thousands of parallel cores — but were hard to program
→ CUDA turned GPUs from graphics chips into general-purpose AI accelerators
📦 The CUDA Stack (bottom to top)
→ Hardware — NVIDIA GPUs
→ CUDA Runtime — manages kernels, memory & execution
→ Libraries — cuDNN, cuBLAS, NCCL, TensorRT
→ Frameworks — PyTorch, TensorFlow, JAX
→ Applications — AI, simulation, robotics, enterprise
🏰 Why It Became a Moat
→ 20+ years of developer adoption
→ Deep library ecosystem impossible to replicate quickly
→ Optimised AI performance baked into every layer
→ Switching costs — teams, tools & infrastructure all CUDA-dependent
→ Most AI developers touch CUDA indirectly through PyTorch/TensorFlow
⚡ Where CUDA Shows Up
→ AI training, inference, HPC, robotics, graphics rendering
⚠ Reality Check
→ CUDA is vendor-locked to NVIDIA
→ Alternatives exist (ROCm, OpenCL) but lack ecosystem depth
→ CUDA = the city transportation system for compute
→ Moat = tools + talent + performance
NVDA > $4trillion in mcap - not becos of technical reasons only.

2026-07-20 13:14:24 UTC

AI Credit Blowout 🫵
financial - not technical

2026-07-20 13:12:09 UTC

Gemma 4 26B-A4B on a single RTX 3060. 12GB VRAM, 16GB RAM.
same model, same card, two llama-swap configs - you pick:
🐢 context build -> 160K ctx, ~52 tok/s, rock-steady
⚡ speed build -> 70K ctx, ~68-70 tok/s

2026-07-20 13:11:17 UTC

Pentagon is hiding the number of casualties in the war with Iran, per NYT
no need BBC NYT DW to tell that OSINT can find better estimate of headcount for sure. most of moved AC 5 stars hotels for operations instead of usual barracks.

2026-07-20 12:56:57 UTC

Qwen-Audio-3.0-TTS is here. 🎙

2026-07-20 12:46:47 UTC

Turkey would have warned Israeli authorities that it could provide air support to Iran if an operation carried out by Kurdish rebel forces, with Mossad backing, were launched against Iranian territory.
According to high-ranking Israeli officials cited by the public broadcaster Kan, Ankara would have indicated that in the event of an incursion by Kurdish rebel forces into Iran from Iraq as part of the M - orchestrated ground operation aimed at provoking regime change, it could intervene by providing air support to Tehran. #geopolitics is not black n white

2026-07-20 12:43:59 UTC

🇰🇷 South Korea's KOSPI records its BIGGEST MONTHLY DROP ever in history, surpassing the 2008 Global Financial Crisis.

2026-07-20 11:48:56 UTC

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https://pbs.twimg.com/media/HNocQqyWUAAQs7i.jpg

2026-07-20 11:48:34 UTC

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https://pbs.twimg.com/media/HNocQqyWUAAQs7i.jpg

2026-07-20 10:29:29 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/f7846c8c2f49498ed4d57c4dd61859333dc9b88bad7da6c190a860e87821f3a5.webp
🫵⚽

2026-07-20 10:26:50 UTC

GOAT MESSI :Cry:🌮🫵
https://cdn.azzamo.media/0e39b6fc89faabc552bd31edc204f2213e4735f89a5545633d661711a4252f87.mp4

2026-07-20 09:40:54 UTC

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Spain the 2nd country to LIFT CUP from American continent after Germany
Brasil is ONLY country to win in 1958 lift it from EUROPE. Julie R Cup.

2026-07-20 09:37:39 UTC

RUSSIA 2018 finals will be well remembered too in history !!! when 🇫🇷FRANCE Mbappe https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/15c379133f836a86268ae7d93c4944d4f56d666cac99268f0efbf8ab14c31e02.webp

2026-07-20 09:34:21 UTC

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esp when u compare to aristocratic asskiss demanding english n thai other royals etc.

2026-07-20 09:32:58 UTC

Spanish 🇪🇸royal family is most humble in PR in the world
https://pbs.twimg.com/media/HNoWIBmWQAEsWlD.jpg
with least protocols n informal approach.

2026-07-20 09:29:31 UTC

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DR CONGO WC 2026 FULL TEAM

2026-07-20 09:19:58 UTC

https://pbs.twimg.com/media/HNoDz5OW8AEil1p.jpg
🇪🇸⚽🏆
2010 - 2026

2026-07-20 09:16:57 UTC

FIMBU LEOPARDS 🫵🇨🇩🐆
https://pbs.twimg.com/media/HNmAHeNXMAEuNQd.jpg

2026-07-20 09:15:57 UTC

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GUADALAJARA #MEXICO 🌮🇲🇽
https://pbs.twimg.com/media/HNnWIN5WIAAWpsQ.jpg

2026-07-20 09:14:08 UTC

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report / copy as much as u want

2026-07-20 09:13:06 UTC

LUMUMBA VEA on SCREEN during halftime worldcup finals 2026 show in New Jersey Stadium as a tribute.
https://pbs.twimg.com/media/HNnnvfjWUAA9joK.jpg
https://blossom.primal.net/c50a2b492ba782ec72712f6ba76c68d341f30245da18f75b0d3b393f2cc7f479.mp4
🇨🇩Patrice Lumumba University Moscow
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/add367ce686e3a809555034abf42f4d7bae54d355b70b11fc7f40832516c0ad3.webp
https://pbs.twimg.com/media/HNn17nLWEAA0FIl.jpg

2026-07-20 09:11:31 UTC

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he was right

2026-07-20 09:06:29 UTC

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worldcup 2026 was promised 3000 years ago - did u know?
https://pbs.twimg.com/media/HNocQqyWUAAQs7i.jpg

2026-07-20 09:00:25 UTC

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#nevent1q…03s2

2026-07-20 08:58:46 UTC

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ex-mamas provides his body guard security

2026-07-20 08:57:52 UTC

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not sure he SOLD voluntarily
maybe he was held at gunpoint n forced to do so.

2026-07-20 03:42:13 UTC

🇪🇸Spain Espana are the first nation ever to hold the men's and women's ⚽World Cups titles at the same time 🤝 https://pbs.twimg.com/media/HNn5w99XgAA7N_l.jpg
PLUS think whenever 🇪🇸 Euro CUP after next 2 years won WC also

2026-07-20 03:40:06 UTC

The bodyguards that the US government assigned to Claudiashein
—as stipulated by security protocol—were all nervous: they’re not used to the people loving a president so much, and that president loving her people so much.
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/04048b8ec1f5d001e24e5de9c89f7209203079499b241438f36e00f9199a5ab5.webp

2026-07-20 01:45:52 UTC

meme - new jersey today
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/1b46043b011720c90b9e9bcc197f73300b5a4b925ceb900873c4879f17268eec.webp

2026-07-20 01:25:59 UTC

https://pbs.twimg.com/media/HNnxFz6W0AAgV82.jpg
🕎 mamassandra still want you to win cup ? 🏆
https://static1.srcdn.com/wordpress/wp-content/uploads/2021/12/Skyfall-Javier-Bardem-Raoul-Silva.jpeg

2026-07-20 01:06:38 UTC

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problem is common people all over the world are PAYING indirectly from their pocket for this pedo mess not just persians and pentagon losses alone.

2026-07-20 00:34:04 UTC

https://static1.srcdn.com/wordpress/wp-content/uploads/2021/12/Skyfall-Javier-Bardem-Raoul-Silva.jpeg famous silva smile #skyfall - mama send to the game to win world cup :Cry:
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/2e2650e93e3ae2983d2f34ccbbacb59c87d64017efecf3f0beb1b7601b98dbde.webp

2026-07-20 00:32:21 UTC

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never trust anyone in politics forever - they change side before elections or by lobbyist

2026-07-20 00:31:01 UTC

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msm media made started paint them as gods of football - iddiots fan masses in many places started to buy ADS n product

2026-07-20 00:26:03 UTC

⚽#memestr
https://cdn.azzamo.media/440a4d66aab01d25da1e5fe51b4db52b83e8c04c36013385406914ad70c68313.mp4

2026-07-20 00:23:24 UTC

⚽not show in fifa tv - someone upload form jersey stadium after final whistle
https://cdn.azzamo.media/12fc5664df16ee687c288f47df37bee9eedaf99f3a861837cc3975ae8fec8ba8.mp4

2026-07-20 00:19:24 UTC

🇪🇸Pedro Sánchez effect has made the entire world :World:root for the Spanish National Team https://pbs.twimg.com/media/HNlS7o-WEAAOguo.jpg

2026-07-20 00:17:21 UTC

DeepSeek-OCR open-source - a peanut-sized OCR that parses entire 100-page PDFs in one shot..
It's called Unlimited-OCR. Only 3B params. Runs locally.
Every other OCR tool chops your doc into pages and loses the thread. this one reads the whole thing in a single pass. #AI

2026-07-20 00:12:24 UTC

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argentines guys not bad at all - there were under huge political + elite class pressure to perform in the field - raining in jersey practice was cancelled yesterday - leading them to this - AR was almost eliminated against Cabo Verde game at 123rd min 3rd somehow happened
SPain has to beat toughtest TEAMS to reach finals - all FIFA manipulation

2026-07-20 00:05:27 UTC

Iran's Foreign Minister Araghchi: We Used the Talks to PREPARE for a War We Knew Was Coming
Seyed Abbas Araghchi says Iran saw the enemy's buildup in the region and read it correctly: the request for new talks was cover for an attack already scheduled.
"We were certain. Our armed forces were certain, and we ourselves were certain."
"I told the armed forces not to wait on me. The government should not wait on me."
punchline 🫵MOU n talks were BUYING time for ground invasion
Fool me once shame on pedo - Fool me twice shame on us.

2026-07-20 00:03:01 UTC

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2nd goal called offside - just shoe was ahead - linesman picked it - no VAR needed

2026-07-19 23:55:07 UTC

TACTICAL FOULS ARE NOT A GAME OF FOOTBALL ⚽
ONLY WIN SOME MATCHES 🫵 BUT NOT A TOURNAMENT

2026-07-19 23:51:53 UTC

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@npub1l2v…ajft @npub1jdv…7jlj old people must remember it - history

2026-07-19 23:50:48 UTC

Night in Rome when Maradona's has to cry too - Argentina PICKED RED card too.
8 JULY 1990 ITALIA 1990 - WEST GERMAN FINISH was like SPAIN
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/a03a6cf69aaf7b4ea6d6883413fe2f2e43122625c12bb5d13aa4b25d3966cdec.webp
Seems to be repeat of some history somehow after 36 years
AFA AGRENTINA stop reduce fouls next world cups
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/95dbcc58db4d702709a45bd239443aad845631a6e865351fe2356eadede59a23.webp
LEARN FROM HISTORY OR BE BOUND TO REPEAT IT
Pedro Monzón received a red card during the 1990 FIFA World Cup final in Italy, making him the first player to be sent off in a World Cup final.
What happened today SHOULD NOT BECOME ARGENTINE TRADITION of fouling bullying others in game.

2026-07-19 23:42:16 UTC

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messi had 7 min and added time
i thought they allow 11 to 15min extra time liek cabe verde game so messi can score
only 5

2026-07-19 23:29:47 UTC

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u only need 77million donkey magas to scam the system

2026-07-19 23:27:49 UTC

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simple - days of SCAM ALTMORON is coming to an end slowly.

2026-07-19 23:26:01 UTC

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Messi is great talent - somehow he was hijacked by elite political class for AD + propagada. That's when started losing fans slowly

2026-07-19 23:22:06 UTC

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u r just pedo kisser

2026-07-19 23:21:55 UTC

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stop shiiting

2026-07-19 23:20:48 UTC

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RIGHT GUY - BUT KISSED WALL PICKED WRONG SIDE

2026-07-19 23:20:03 UTC

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insider news is that they HIJACKED Messi as hostage and others @npub13w5…8n65

2026-07-19 23:18:47 UTC

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huh - 🌮🫵🇪🇸ESPANA SAVED FOOTBALL TODAY ⚽

2026-07-19 23:17:31 UTC

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🫵🇪🇸ESPANA SAVED FOOTBALL TODAY ⚽

2026-07-19 23:17:23 UTC

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10 goals in 98 min - smells like match fixing LoL
Mbappe win golden boot - highest goals
:Cry: fifa will investigate :Cry:

2026-07-19 23:15:09 UTC

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🫵🇪🇸ESPANA SAVED FOOTBALL TODAY ⚽

2026-07-19 23:14:25 UTC

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🫵 🇪🇸ESPANA SAVED FOOTBALL TODAY ⚽

2026-07-19 23:14:05 UTC

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🫵ESPANA SAVED FOOTBALL TODAY ⚽

2026-07-19 23:13:30 UTC

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SPAIN SAVED FOOTBALL

2026-07-19 23:03:11 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/5492598438e34b56b142c91d7a2c499420a30a2873880fa2f64f2c75c8e52b21.webp
Amigo Javier - stay safe

2026-07-19 22:59:23 UTC

https://pbs.twimg.com/media/HNnLDQfa0AA_fz0.jpg
Gracias 🇪🇸España ⚽

2026-07-19 22:57:03 UTC

🫵ESPANA SAVED FOOTBALL TODAY ⚽

2026-07-19 22:53:43 UTC

Gracias por recibirme con tanto cariño en Nueva York. Son más que correspondidos. Mexicanas y mexicanos trabajadores, los quiere y admira todo México 🇲🇽
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/5dd6a830ab9f0fe310637d5df8fa5713a9cfca6f7c6152f4b7ce7c89d93fbe39.webp
🇲🇽she not in bullet proof cascade in new york why? 🌮 taco

2026-07-19 22:50:29 UTC

https://pbs.twimg.com/media/HNn5KHMWYAErgQz.jpg

2026-07-19 22:44:58 UTC

🇪🇸🫵⚽https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/38fb7b80f36d3e3b2e83fe70fa19b1e48c63eacd47eae0470ccacc04fdab3eea.webp

2026-07-19 22:38:51 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/dc089887463ec01a1ff0ebd4b97e139854f63630d58fc90fb585cd72e1244e41.webp

2026-07-19 22:38:08 UTC

19 19 19

2026-07-19 22:35:59 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/6f60302351c245186e16c5e9147f853e411317637e7eb6cc687207c7c897a0f1.webp

2026-07-19 22:35:11 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/3614c307ab171173fb98c14e214c864eaf3fdea69aed886cfd6c4aae19622c5d.webp

2026-07-19 22:34:19 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/ec6b1a286248d9f923ef5c51d87b766cb12f873cd122300fb17433b672d815df.webp

2026-07-19 22:33:46 UTC

SIMON wins from 🇨🇦Carney
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/3f472e9943284fcc12aa462ee392da7ad5fb157153d0b16578c89ae7137c3a3e.webp

2026-07-19 22:31:07 UTC

MEDALS FOR NOT CHEATING FOR THE DAY
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/51983d4e21dbc815d4ef479341d0573f11ccb08a72e9ce017580bee4ef78d787.webp

2026-07-19 22:30:21 UTC

face look smashed up
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/0d6cb4319567b0ca8cc5e7815a8cd90c6f6f9e25c56b3a94a4ec8701274448aa.webp

2026-07-19 22:28:44 UTC

PEDO is out of bullet proof chair with fifa daddy infucktino
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/e77083a2993e8e681df65a366dadc3930a37e44ccf42d65788f533de172a6b61.webp

2026-07-19 22:26:23 UTC

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Messi is not BAD guy - the jewish gang hijacked him as poster boi
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/de660df24f0829350260a928c3180f7c01cc28dab18eeabdf37552d34edbfe0c.webp

2026-07-19 22:24:38 UTC

WHAT A FUCKING DUMB AZZ
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/ef48a0e0506fc1fca516e42952e41e9a0cbf648785e80892445f6944843c8583.webp

2026-07-19 22:22:16 UTC

CHIEF IN CLOWN DONALD J TRUMP was DEFEATED IN NEW JERSEY TODAY !!!

2026-07-19 22:17:19 UTC

anyone can pedo's face in stadium now ? he was behind some bullet proof stand

2026-07-19 22:16:19 UTC

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spain repeated west germany italia 1990

2026-07-19 22:12:09 UTC

https://pbs.twimg.com/media/HNl5qkpWUAAkC6p.jpg 🫵⚽ VIVA 🇪🇸ESPANA

2026-07-19 22:10:03 UTC

🇮🇷 Iranian Foreign Minister Araghchi says Iran is not "Venezuela where you take 1 person and everyone else gets scared and backs down." https://pbs.twimg.com/media/HNmh-VJWgAETjqQ.jpg

2026-07-19 22:09:03 UTC

🇪🇸 Spanish Prime Minister:
"My position is clear: I stand with the people of Gaza."
https://pbs.twimg.com/media/HNmQ8qIaQAE-prY.jpg

2026-07-19 22:07:14 UTC

https://pbs.twimg.com/media/HNnuNgvXYAAS2cu.jpg 19

2026-07-19 22:05:42 UTC

VIVA🇪🇸 ESPANA 🫵
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/b75ea56255465838dcf7b280f33f44b891f0dd7ff817c0cf0c9fd21f6dba3651.webp

2026-07-19 22:03:50 UTC

TRUMP WILL HAVE TO HANDOVER TROPHY TO SPAIN AND SOME ISLAMIC PLAYER NOW IN FEW MOMENT

2026-07-19 22:02:39 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/fa3ea6ba2eeaae1a31f1fa62288b828c58788aca8f9335734d399b08bf6e0110.webp

2026-07-19 21:58:23 UTC

5 only
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/e4baaaeadd11abd9f723e8711407a660e5d2bf15cf862a5967c4ca528a28d0af.webp

2026-07-19 21:51:19 UTC

OFFSIDE infucktino called
never in Cabo Verde game
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/81fd0b2fb2f10466c30dd2dac3921dc07bec0d2ffe849efc59affb701deb2c24.webp
Linesman no VAR

2026-07-19 21:49:48 UTC

Argentina
1990 ROME at Night = 2026 NEW JERSEY at Day time ?
West Germany - Spain

2026-07-19 21:48:07 UTC

MESSI can do it - 2 goals in 10mins
Trump is waiting

2026-07-19 21:46:00 UTC

infucktino working on clock ⏲

2026-07-19 21:45:30 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/52574605016d61a1db27266f2ffae7fe30d5cc2796abc71a84189113cbe51903.webp
MESSI has 7+10 min to show GOAT talent now

2026-07-19 21:44:07 UTC

SPAIN SCORED https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/c9b7c732a528bc2fbc261b219eb06ad86ea24da9fbf91db678bab1259d5ad93e.webp

2026-07-19 21:37:11 UTC

https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/8192bc84f49e23235fe27d733d43c6579b9bf44c030a8c44d874e166020130ee.webp

2026-07-19 21:34:07 UTC

3 Die Mannschaft Mattheus - "Klinsmann, Voller , Matthäus" - snatched away Maradona's 2nd chance to win worldcup and dream in that match
https://cdn.nostrcheck.me/5e5fc1434c928bcdcba6f801859d5238341093291980fd36e33b7416393d5a2c/27900b7dd8c0c4844960347679b2812a6be1ee5a174a065f329b1f6a088757db.webp
United Germany yet to produce such talent thereafter even though win in 2014