Іван Ґонта

[ꑭOstap Vyshnya 🇺🇦 @VyshnyaOstap]

Destroyed russian transport near Armyansk bridge in Crimea

[Oleksii @islanderua]

Музей лісу і сплаву (закинутий). Таких у світі лише два.

[Іван Ґонта @chajok]

@thirteenua Ох вже ці мамкини кодери, які з ШІ українською спілкуються. Не пробував англійською?

[Іван Ґонта @chajok]

@thirteenua Зроби ширший скріншот

[Іван Ґонта @chajok]

@locpell А де ви таке побачили? В додатку такого нема

[Іван Ґонта @chajok]

@Tylerruto @tomwarren Нінтендо досі офіційно не продається в Україні. Ти не можеш вибрати Україну в їх сторі.

[Special Kherson Cat 🐈🇺🇦 @bayraktar_1love]

An extraordinary incident: a Russian soldier approached a downed Ukrainian FPV drone, gathered some of its debris, tossed it back into the fire and knelt down right next to it to watch it burn.

[The Ministry Of Ungentlemanly Warfare @mouw5284]

Belgorod is giving me an absolute hum dinger of a hardon like a rounders bat 😄😄😄😄

[Special Kherson Cat 🐈🇺🇦 @bayraktar_1love]

💥🔥 A close-up view of the massive plume of smoke rising from the explosion site in Belgorod Oblast.

[MAKS 26 🇺🇦👀 @Maks_NAFO_FELLA]

👀🏃‍♂️ According to ATESH, the actions of the Ukrainian military to cut off supply routes forced the occupiers to hastily evacuate from the Kinburn Spit.

Units of the 337th regiment are leaving their positions. The delivery of ammunition, fuel and food has stopped.

Due to significant losses of personnel, the occupiers are being withdrawn from the coastline - from the northern and western parts of the spit.

[@BrennpunktUA 🇩🇪🇺🇦 @BrennpunktUA]

Hello 🇷🇺 Cargo-Train on the way to Crimea

[How To AI @HowToAI_]

Google has published a paper that might end the transformer era.

For the last 7 years, every major AI, ChatGPT, Claude, Gemini, has been built on the exact same architecture: The Transformer.

But Transformers have a fatal flaw.

To remember context, they have to process every single word against every other word. It’s called quadratic complexity. As your prompt gets longer, the compute cost explodes.

The alternative is the old-school RNN (Recurrent Neural Network). RNNs are incredibly cheap and fast, but they have a fixed memory size. If you give them a long document, they get amnesia.

Until today.

Google researchers published Memory Caching: RNNs with Growing Memory.

And it fixes the biggest bottleneck in AI.

Instead of an RNN having a fixed, rigid memory that constantly overwrites itself, Google gave it a "save" button.

The technique allows the RNN to cache checkpoints of its hidden states as it reads.

The memory capacity of the RNN can now dynamically grow as the sequence gets longer.

They built four different variants, including sparse selective mechanisms where the AI actively chooses exactly which checkpoints matter most.

The results rewrite the rules of efficiency.

On long-context understanding and recall-intensive tasks, these new Memory-Cached RNNs closed the gap with Transformers.

They achieved competitive accuracy without the explosive, quadratic compute cost. It perfectly bridges the gap between the cheap efficiency of an RNN and the massive capability of a Transformer.

We have spent billions scaling Transformers because we thought they were the only way an AI could remember a long conversation.

But Google just proved we don't need to process the whole history every single time.

We just needed a smarter cache.

[Александр Кайдаш @wizardaleks]

⚠️ГЛАВНЫЙ 🇺🇸АМЕРИКАНСКИЙ ИНВЕСТОР ПМЭФ ОКАЗАЛСЯ БЕЗРАБОТНЫМ ТУРИСТОМ😂

👇На ПМЭФ нашли того самого американца, чьё появление подавалось едва ли не как признак возвращения интереса США к российской экономике.

🤡Им оказался Фил Ричардс из Денвера — путешественник, который уже полгода ездит автостопом по Европе. Высшего образования у него нет, постоянной работы тоже не было больше десяти лет.‼️

[миллиард казахстанцев @S8gy2AEgVRHyS2Q]

Будем подождать
Недолго осталось
Верим, надеемся и ждём ⁉️

[Kvist @kvistp]

Hey, Ukraine the bastards are smuggling in fuel! "Sanction" them.

[414 Magyar's Birds @414magyarbirds]

KRONSTADT (St. Petersburg), June 3.
Birds of the @1usc_army, @usf_army hunted down and set ablaze the corvette Boikiy, a guided missile weapons carrier.

06:35, 03.06.26. Veleshchynskyi Dry Dock, Kronstadt (St. Petersburg) – the cradle of the russian Navy.

Tired after its voyages, the Boikiy entered scheduled maintenance in February 2026.

Project 20380 corvette Boikiy – the third corvette of the Baltic Fleet. Fairly new, untouched until now: launched in 2011, commissioned in 2013.

It built a colorful record of adventures along NATO borders, escorted the worms’ shadow oil fleet, a hardworking little vessel.

Perhaps best remembered for its triumphant collision with the research vessel Admiral Vladimirskiy.

The corvette was deflowered by Birds of the 1st Separate Center of the Unmanned Systems Forces.

And how did it go back in 1921, during the brutally suppressed Kronstadt sailors’ uprising?
“Power to the Soviets, not to the Party!”
Metaphorical, perhaps. Symbolic, certainly – a slap across the face of a dictatorship.

And increasingly, a pattern.

To be continued…

USF online scoreboard “PIDRAKHUIKA”
https://t.co/dGuQnteiUl

MAGYAR 🇺🇦
03.06.26

[(((Tendar))) @Tendar]

In this footage you can even see two Ukrainian drones flying in formation over the oil terminal in Saint Petersburg, Russia, with one dive-bombing into the oil terminal.

[Igor Sushko @igorsushko]

The ferry goes from Port Kavkaz to Port Crimea across the Kerch strait, just north of the bridge. The distance is 5km.
Hundreds of fuel trucks are queued out in the open somewhere not far from Port Kavkaz.

[Serg @NHunter007]

Сухопутний коридор в Крим. Малі вогневі групи, поодинокі військові вантажівки та чисельні блок-пости.

Більше ніякої безпеки. Плюс - мінус бензин.

Максимально скоротили для вас огляд від росіян - лише головне та цікаве

Андрющенко Time

[Pulse of Ukraine @PulseOfUkraine]

О це вже тотальний розйоб.

414-та «Птахи Мадяра» у т.о Широкиному Донецької області розібрала на запчастини російський тимчасовий пункт дислокації разом з величезною купою скупчення командно-штабних і логістичних машин 5-го командного батальйону 3-го армійського корпусу РФ.