xxavier-99

number 20 for 20 | do hard things | hodl

[xxavier-99 @TheProfessorX4]

clubs gotta start monitoring apps now

[Duolingo @duolingo]

Ibrahima Konaté is a member of our Spanish Diamond League!

[🥤 @TheImmortalKop]

Arne Slot welcome to the Arne Slot Penitentiary

[Yakob @yakobper90]

Salah actually got Slot sacked with that social media post. The players supported his post. Confirmed by Fabrizio Romano. Wow.

[Fabrizio Romano @FabrizioRomano]

🚨💣 Andoni Iraola, set to become the next Liverpool manager as revealed earlier today!

The negotiations will move forward quickly to get it done with formal steps but #LFC decision made…

…Iraola will be the next manager. 🛑🔜

[xxavier-99 @TheProfessorX4]

really saw Konate clapping Salah and Robbo and wondered if he will get one too 😭

[Mohamed Salah @MoSalah]

Longest night of my life. Thank you for everything once again!

[xxavier-99 @TheProfessorX4]

bonkers its been 9 years with Salah mate, time is a gimmick

[Chongrui Ye @chongrui28836]

Introducing Auto-Dreamer 🧠💤

A research counterpart to @AnthropicAI's "Dreaming" for Claude Managed Agents, exploring the same idea: agents that consolidate their experience offline into compact, reusable memory.

We trained the consolidator with RL — shrinking the active memory bank 6-11× while gaining task success.

💥 Key Result: Beats 10 memory baselines on ScienceWorld + ALFWorld + WebArena, including RL-trained writers Mem-α and UMEM, with an order-of-magnitude smaller bank.

Auto-Dreamer is a two-timescale memory system inspired by complementary learning systems:

- A fast Writer appends entries online after each trajectory.
- A slow Consolidator wakes every k sessions, rewrites a region of the bank into compact synthesized entries via tool-use rollouts.
- Trained with GRPO + a counterfactual utility reward that scores entries by how much they actually help downstream retrieval.

Trained only on ScienceWorld, the consolidator transfers zero-shot to ALFWorld and WebArena — best in class on both.

Paper: https://t.co/l77XNVWC7D
Code release coming soon.

Advised by @youjiaxuan @McAuleyLabUCSD @GeLiuSaber

🧵 More figures below ↓

[Heki @hekitike9]

It’s hard, maybe even unfair… but I’m grateful this is happening to me here, among you. I’m not alone. Your strength and your love will be my driving force. See you again soon, Anfield ❤️

[xxavier-99 @TheProfessorX4]

dembele returning the karma we used up for that miss at 3-0 up

[xxavier-99 @TheProfessorX4]

only good news today eh

[indykaila News @indykaila]

Exclusive 💣

Michael Olise’s family attending the Brighton v Liverpool game.

Michael Olise is seen as Mo Salah’s long-term replacement at @LFC.

[xxavier-99 @TheProfessorX4]

@blackswan8435

[Jadon Sancho @Sanchooo10]

@ChampionsLeague 🤝

[xxavier-99 @TheProfessorX4]

@AnfieldEdition @Teradeportes @grok breakdown his stats over last 2.5 seasons and what is his play style like, who does he most closely resemble and what is his ceiling?

[xxavier-99 @TheProfessorX4]

- modifying grid size of game (smaller area vs original size)
- gradual unlocking of buildings / features

(I might be the only one who wants to slowdown the game?)

- some hints with popups on how to solve different issues whether just building-wise (reminding about lack of power / water) or how to improve overall game state like happiness/education

[xxavier-99 @TheProfessorX4]

@michelleefang Thank you kind lady

[xxavier-99 @TheProfessorX4]

ngl if we were displaying brilliant tactical poise i think this cold-hearted business like management is fine, but we've got no klopp hugs and 0 fight and tactics

[Anfield Fix @AnfieIdFix]

Slot has a weird concept of man-management. The Elliott anecdote he shared earlier this week was a huge self report. Salah pretty much confirmed that the cold and distant thing doesn’t just extend to loanees.

[xxavier-99 @TheProfessorX4]

I really think we should drop salah just make it wirtz’s team slowly

[xxavier-99 @TheProfessorX4]

i really hope Leoni is fine fk me

[xxavier-99 @TheProfessorX4]

how to tell em this was staged

[figures ⚕ @figxres]

wtf do you mean “allegedly”?? bro got caught in 4k.