Emanuel Halus

Software engineer | Explorer & dreamer | Podcast enthusiast | News junkie | Embracing life's journey, one tweet at a time

[Emanuel Halus @emanuelhalus]

@Rainmaker1973 How come this exists in China? I was told that the Chinese government imprisons or disappearears people who oppose the party…

[soothsayer @iamasoothsayer]

2023: Corona ended
2026: Hantavirus

[Emanuel Halus @emanuelhalus]

@Panchenko_X Well if Ukraine gets a few why not Itan, Venezuela, Brasil, Egypt, Turkey, Cuba, etc?

[Edward Luce @EdwardGLuce]

Strange situation where we await a statement from Iran to check whether there's any truth to what US president is saying.

[Daractenus @Daractenus]

For the record, the president of the United States is now simultaneously claiming that he has won the war, is currently winning the war, needs help to win the war, and needs no help to win the war. All to destroy the nuclear program he claims to have already destroyed last year.

[Kimi.ai @Kimi_Moonshot]

Introducing 𝑨𝒕𝒕𝒆𝒏𝒕𝒊𝒐𝒏 𝑹𝒆𝒔𝒊𝒅𝒖𝒂𝒍𝒔: Rethinking depth-wise aggregation.

Residual connections have long relied on fixed, uniform accumulation. Inspired by the duality of time and depth, we introduce Attention Residuals, replacing standard depth-wise recurrence with learned, input-dependent attention over preceding layers.

🔹 Enables networks to selectively retrieve past representations, naturally mitigating dilution and hidden-state growth.
🔹 Introduces Block AttnRes, partitioning layers into compressed blocks to make cross-layer attention practical at scale.
🔹 Serves as an efficient drop-in replacement, demonstrating a 1.25x compute advantage with negligible (<2%) inference latency overhead.
🔹 Validated on the Kimi Linear architecture (48B total, 3B activated parameters), delivering consistent downstream performance gains.

🔗Full report:
https://t.co/u3EHICG05h

[Emanuel Halus @emanuelhalus]

FUCK!

[Jim Cramer @jimcramer]

Not buying the 2007 scenario...

[TaraBull @TaraBull]

Crazy how fast things change

[Emanuel Halus @emanuelhalus]

Hard to argue with this

[Dmitry Medvedev @MedvedevRussiaE]

The Gulf Arab countries let American bases onto their territory. Naively, they expected protection from them. Like hell! The US just uses them, while protecting only one country. Think long and hard about whether you really need US bases – they’re not protection, they’re a threat

[Will Schryver @imetatronink]

🤔 F-22 Vanishing Act

Remember all the hullabaloo a few weeks ago about F-22s being sent to the Middle East, and how they were going to dominate the air over Iran, and quite possibly win the war single-handidly?

Well ... no one has seen hide nor hair of the F-22s. It is as though they vanished off the face of the earth once the missiles started flying.

Either that or they are being held in reserve in case some perfidious enemy launches a balloon. 🎈

[Dmitry Medvedev @MedvedevRussiaE]

NATO’s nuts! First, the US kills Iran’s leader and starts a war in the Middle East. Next, NATO idiots led by Trump’s servile “sonny” Rutte mull invoking Article 5. How about nominating POTUS for the Nobel Peace Prize for starting a major war, eh? Orwell was right: war is peace!

[United Nations Geneva @UNGeneva]

The UN education agency @UNESCO says that the bombing of a primary school during the US and Israeli military attacks on #Iran on Saturday constitutes a grave violation of humanitarian law.

https://t.co/fkXfJck0UM

[Emanuel Halus @emanuelhalus]

@BrianGr11452929 @pritipatel Well, it’s not because of Iran… can tell you that for sure. Starting an even bigger ME migrant crisis in Europe is surely not going to help with that either. Who’s the moron here? 🤣🤡

[Emanuel Halus @emanuelhalus]

@BrianGr11452929 @pritipatel Fucking lol. Iran is not a threat to us. Want regime change? Fight your own wars. Get lost

[Emanuel Halus @emanuelhalus]

@CotswoldGirls @pritipatel How’s attacking Iran solving this problem 🤡

[Emanuel Halus @emanuelhalus]

@Sargon_of_Akkad Probably. Alt account hehe

[Israel Defense Forces (Parody) @IsraelDefenseF]

Dear citizens of Iran.

We are bombing you for your own good.

We are bombing you because we care about you.

[Emanuel Halus @emanuelhalus]

@BrianGr11452929 @pritipatel Yea, I doubt that. N Korea has nukes, so what? Who cares?

[Emanuel Halus @emanuelhalus]

@CotswoldGirls @pritipatel Get them home then