Leo Dutra

1.3K posts

Leo Dutra banner
Leo Dutra

Leo Dutra

@leodutra

20+ year technologist | Future watcher | Self-taught Philosopher | Ancient wisdom & modern science | Investor, family man, gamer | Dominus veritas lux mea

Orion-Cygnus Arm انضم Aralık 2008
645 يتبع263 المتابعون
Felip
Felip@felipemcicero·
@leodutra @frases_e_pipoca @PapaHardware @Byanu Quem tu pensa que é Enzo? Ainda não tem nem vergonha de usar mandala no avatar, deve ter aquela lataria destruída que nem batida de carreta na BR, chassi de grilo anêmico, todo esquisitão virjola que nao tem coragem nem de tirar foto HHHAHAGAHAHAHAHAHAHAHHAHHA Seu bosta QI 12
Português
1
0
0
38
PapaHardware
PapaHardware@PapaHardware·
Vocês tão ligado que isso só vai servir para DESLIGAR as redes sociais... Parabéns a todos os envolvidos.
PapaHardware tweet media
Português
298
546
7.1K
223.9K
Leo Dutra أُعيد تغريده
Akshay 🚀
Akshay 🚀@akshay_pachaar·
Microsoft just mass-compressed LLM reasoning. their new paper introduces MEMENTO, a method that teaches reasoning models to manage their own context. instead of letting chain-of-thought grow into a flat 32K-token stream, the model learns to segment its reasoning into blocks, compress each into a dense summary (a "memento"), and mask the original block from future attention. the result is a sawtooth KV cache pattern where memory periodically drops instead of growing monotonically. training is a two-stage SFT recipe. stage 1: learn the block-memento format with full attention. stage 2: learn to reason with masked blocks. each block gets compressed 5-20x, and peak KV cache drops by 2-2.5x across model families. but the most surprising finding is the "dual information stream." when a memento is generated, the model can still see the full reasoning block. so the memento's KV entries get computed with full block context. after the block is masked, those KV entries stay. they carry implicit information that the memento text alone doesn't capture. recomputing memento KVs without block context drops accuracy by 15 percentage points. same text, different KV representations, significantly worse performance. this is what separates MEMENTO from prior work that rebuilds context from text alone and loses this implicit channel. they also showed the accuracy gap is a consistency problem, not a capability problem. the model can still solve the same problems, just less reliably. majority voting at k=3 recovers base accuracy, and RL closes most of the remaining gap. as reasoning traces get longer, models that compress their own intermediate state will serve more users on the same hardware. and the dual KV channel suggests in-place masking is fundamentally better than restart-based approaches. paper and dataset (228K traces) are public. link in the next tweet
Akshay 🚀 tweet media
English
13
43
284
15.1K
Pirat_Nation 🔴
Pirat_Nation 🔴@Pirat_Nation·
ARC Raiders isn’t just popular with gamers anymore. It’s caught the eye of criminologists, psychologists, and even brain experts. Many people choose to team up peacefully instead of going straight for the kill. The Embark team built special matchmaking to support pvp, but peaceful play went way beyond what they expected. Now it’s attracting scientists who study human behavior, trust, and why people connect in competitive situations.
Pirat_Nation 🔴 tweet mediaPirat_Nation 🔴 tweet media
English
72
42
1.2K
88K
CommonSense
CommonSense@DAngryAmerican·
@ArcRaiderAlerts Arc Raiders lost 80% of its players since launch, it's dead, get the fuck over it already.
English
3
0
6
988
ARC Raiders Alerts
ARC Raiders Alerts@ArcRaiderAlerts·
Elon Musk has unfollowed ARC Raiders on Twitter. He was a fan of the game and played it actively after launch, but it seems like he is not interested anymore.
ARC Raiders Alerts tweet mediaARC Raiders Alerts tweet media
English
234
39
1.4K
165K
Leo Dutra
Leo Dutra@leodutra·
@ArcRaiderAlerts Elon is busy pushing AI to another level. I'm from Brazil and I greatly reduced my latency to US servers using Starlink. I really enjoy it.
English
0
0
0
920
Leo Dutra
Leo Dutra@leodutra·
@mendlowicz China numba one? Kil then mall, Trump no enegy? 🧐
English
0
0
1
367
Economista Sincero
Economista Sincero@mendlowicz·
Vocês estão acompanhando esse lance de vários cientistas sendo mortos?
Economista Sincero tweet media
Português
52
32
617
20.6K
Ben Porter
Ben Porter@FilthyLIVE_·
@ArcRaidersInfo Make PvP more rewarding Get a better anticheat Get rid of the brain dead developers I’ll stop here because there’s no hope left
English
3
0
1
1.3K
ARC Raiders Informer
ARC Raiders Informer@ArcRaidersInfo·
What does Arc Raiders NEED right now to bring players back? We’ll go first: A new map every month/every other month at the least.
ARC Raiders Informer tweet media
English
788
16
646
124.2K
Leo Dutra
Leo Dutra@leodutra·
France just became the first country to ship an official government MCP server. Etalab released an open-source MCP server for data.gouv.fr. 74,000 public datasets - tax brackets, real estate transactions, fiscal doctrine - now queryable by AI agents. No API key. MIT license. Python + MCP SDK. The interesting part is not the tech. It is the signal. A national government examined the AI agent ecosystem and decided to build infrastructure to support it. Every government sits on massive public data behind unusable APIs and 200-page docs. MCP makes that data accessible to agents with zero onboarding. France just defined what "government AI readiness" actually looks like.
Leo Dutra tweet media
English
0
0
0
18
Economista Sincero
Economista Sincero@mendlowicz·
Claude: Parabéns, sua plataforma está rodando ok, agora só precisamos dar o comando para iniciar… Eu: comando foi dado e deu o mesmo erro de sempre Claude: Perfeito, exatamente o mesmo erro, vamos refazer o código, é só colar Seu limite foi atingido…. 🤡🤡🤡🤡🤡🤡🤡🤡
Português
53
8
615
19.4K
Leo Dutra أُعيد تغريده
Mike Lee
Mike Lee@BasedMikeLee·
Paging South Africa: Clean up your racist crap
Mike Lee tweet media
English
289
1K
4.8K
643.8K
ARC Raiders
ARC Raiders@ARCRaidersGame·
Clear the shuttles for a special event, The Lenovo Legion Arc Raiders Showdown kicks off today, live on Twitch from 3 - 6 PM CEST 🏆 Four creators, @luceishere_ , @RagnarLeBroc_TV, @StarWraith, and @Miniuwa, face off across wild challenges and scavenger hunts. Who will claim victory and become Raider legend? Only Topside will tell! Grab your Fruit Mix and catch them live on their own Twitch channels for high-stakes scavenging, exclusive giveaways, and plenty of Topside thrills! 🤩
ARC Raiders tweet media
English
179
25
434
115.2K
Carlos Martin
Carlos Martin@jpppnews·
@mendlowicz Chocado!!!! Essa moça esta indo contra toda a propaganda implantada en nossos cerebros ocidentais
Português
6
0
3
448
Economista Sincero
Economista Sincero@mendlowicz·
Que loucura, quanta ignorância! 🤡
Português
178
49
1K
33.7K
Leo Dutra أُعيد تغريده
Oukham
Oukham@OPteemyst·
@elonmusk "Nature is pleased with simplicity, and nature is no dummy" - Isaac Newton
Oukham tweet media
English
21
96
1.5K
49.5K
ARC Raiders Alerts
ARC Raiders Alerts@ArcRaiderAlerts·
Friendly reminder that a NEW ARC Raiders map drops this month! While there’s plenty of speculation about the location, here are the 2 main theories: 🔸 Volcano Rise: Expect lava and ash, smoke is already visible from Blue Gate! 🔸 Riven Tides: A new coastal setting.
ARC Raiders Alerts tweet mediaARC Raiders Alerts tweet mediaARC Raiders Alerts tweet media
English
36
63
1K
88.8K