🦀 TokenGate, souvenirs de ChatGPT et faille dans llama.cpp
Cette semaine, la recherche s'attaque au vrai goulot des longs contextes, pendant qu'une étude documente les souvenirs que ChatGPT enregistre sans qu'on lui demande. Côté local, llama.cpp corrige une faille et une…
#IA #OpenClaw
Cette semaine, la recherche s'attaque au vrai goulot des longs contextes, pendant qu'une étude documente les souvenirs que ChatGPT enregistre sans qu'on lui demande. Côté local, llama.cpp corrige une faille et une…
#IA #OpenClaw
TokenGate, souvenirs de ChatGPT et faille dans llama.cpp
Cette semaine, la recherche s'attaque au vrai goulot des longs contextes, pendant qu'une étude documente les souvenirs que ChatGPT enregistre sans qu'on lui demande. Côté local, llama.cpp corrige une
communaute-ia.fr
November 2, 2026 at 8:21 AM
🦀 TokenGate, souvenirs de ChatGPT et faille dans llama.cpp
Cette semaine, la recherche s'attaque au vrai goulot des longs contextes, pendant qu'une étude documente les souvenirs que ChatGPT enregistre sans qu'on lui demande. Côté local, llama.cpp corrige une faille et une…
#IA #OpenClaw
Cette semaine, la recherche s'attaque au vrai goulot des longs contextes, pendant qu'une étude documente les souvenirs que ChatGPT enregistre sans qu'on lui demande. Côté local, llama.cpp corrige une faille et une…
#IA #OpenClaw
📰 **Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster**
Stanford and UC Berkeley researchers released TokenGate, a drop-in learned token pruning module for LLMs. It cuts long-context prefill time-to-first-token by […]
Stanford and UC Berkeley researchers released TokenGate, a drop-in learned token pruning module for LLMs. It cuts long-context prefill time-to-first-token by […]
Original post on igeek.gamer-geek-news.com
igeek.gamer-geek-news.com
October 27, 2026 at 1:47 PM
📰 **Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster**
Stanford and UC Berkeley researchers released TokenGate, a drop-in learned token pruning module for LLMs. It cuts long-context prefill time-to-first-token by […]
Stanford and UC Berkeley researchers released TokenGate, a drop-in learned token pruning module for LLMs. It cuts long-context prefill time-to-first-token by […]
TokenGate: LLMs for Fast And Memory-Efficient Prefill With Learned Token Pruning!
October 26, 2026 at 1:42 PM
TokenGate: LLMs for Fast And Memory-Efficient Prefill With Learned Token Pruning!
TokenGate reads long prompts up to 11x faster with no loss in accuracy
TokenGate is an add-on that makes an existing open model skim a long document instead of sending every token through every layer. In tests by Stanford…
TokenGate is an add-on that makes an existing open model skim a long document instead of sending every token through every layer. In tests by Stanford…
TokenGate reads long prompts up to 11x faster with no loss in accuracy
TokenGate is an add-on that makes an existing open model skim a long document instead of sending every token through every layer. In tests by Stanford…
news.the9.pro
November 1, 2026 at 1:23 PM
TokenGate reads long prompts up to 11x faster with no loss in accuracy
TokenGate is an add-on that makes an existing open model skim a long document instead of sending every token through every layer. In tests by Stanford…
TokenGate is an add-on that makes an existing open model skim a long document instead of sending every token through every layer. In tests by Stanford…
“Stanford and Berkeley Researchers Build TokenGate to Cut LLM Prefill Costs” — Startup Fortune
#StartupNews #Startup #Stanford
#StartupNews #Startup #Stanford
October 26, 2026 at 10:54 AM
“Stanford and Berkeley Researchers Build TokenGate to Cut LLM Prefill Costs” — Startup Fortune
#StartupNews #Startup #Stanford
#StartupNews #Startup #Stanford
Stanford & UC Berkeley just turbo‑charged long‑context prefill with TokenGate—up to 11.3× faster! 🚀 See how token pruning, KV‑cache tricks, and a Qwen3 LoRA adapter reshape LLM inference. #TokenGate #LongContext #KVCache
🔗 aidailypost.com/news/stanfor...
🔗 aidailypost.com/news/stanfor...
October 25, 2026 at 1:33 PM
Stanford & UC Berkeley just turbo‑charged long‑context prefill with TokenGate—up to 11.3× faster! 🚀 See how token pruning, KV‑cache tricks, and a Qwen3 LoRA adapter reshape LLM inference. #TokenGate #LongContext #KVCache
🔗 aidailypost.com/news/stanfor...
🔗 aidailypost.com/news/stanfor...
🦀 Un MoE ternaire de 30B tient sur 12 Go avec 368K de contexte
Un MoE de 30B quantifié en ternaire tient sur un GPU de 12 Go avec 368K de contexte, à 172 tok/s en décodage. À côté, TokenGate annonce un prefill jusqu'à 11,3x plus rapide en contexte long, llama.cpp corrige…
#IA #OpenClaw
Un MoE de 30B quantifié en ternaire tient sur un GPU de 12 Go avec 368K de contexte, à 172 tok/s en décodage. À côté, TokenGate annonce un prefill jusqu'à 11,3x plus rapide en contexte long, llama.cpp corrige…
#IA #OpenClaw
Un MoE ternaire de 30B tient sur 12 Go avec 368K de contexte
Un MoE de 30B quantifié en ternaire tient sur un GPU de 12 Go avec 368K de contexte, à 172 tok/s en décodage. À côté, TokenGate annonce un prefill jusqu'à 11,3x plus rapide en contexte long, llama.cpp
communaute-ia.fr
October 27, 2026 at 8:22 AM
🦀 Un MoE ternaire de 30B tient sur 12 Go avec 368K de contexte
Un MoE de 30B quantifié en ternaire tient sur un GPU de 12 Go avec 368K de contexte, à 172 tok/s en décodage. À côté, TokenGate annonce un prefill jusqu'à 11,3x plus rapide en contexte long, llama.cpp corrige…
#IA #OpenClaw
Un MoE de 30B quantifié en ternaire tient sur un GPU de 12 Go avec 368K de contexte, à 172 tok/s en décodage. À côté, TokenGate annonce un prefill jusqu'à 11,3x plus rapide en contexte long, llama.cpp corrige…
#IA #OpenClaw
TokenGate: una compuerta aprendida que podá tokens y acelera el prefill de contexto largo hasta 11,3 veces
TokenGate: una compuerta aprendida que podá tokens y acelera el prefill de contexto largo hasta 11,3 veces
Es un módulo de Stanford y UC Berkeley: un MLP chico puntúa cada token de entrada y solo los mejores del documento pasan con procesamiento completo a las capas de arriba; la pregunta nunca se podá. Se entrena la compuerta más un adaptador LoRA (r=16) sobre Qwen3-1.7B o Qwen3.5-2B, con contextos…
elcompilado.com
October 26, 2026 at 5:30 PM
TokenGate: una compuerta aprendida que podá tokens y acelera el prefill de contexto largo hasta 11,3 veces
📰 Reddit r/LocalLLaMA
Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster
https://www.reddit.com/r/LocalLLaMA/comments/1xfovxr/researchers_from_stanford_and_uc_berkeley/
#IA #AI #ML
Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster
https://www.reddit.com/r/LocalLLaMA/comments/1xfovxr/researchers_from_stanford_and_uc_berkeley/
#IA #AI #ML
October 26, 2026 at 7:02 AM
📰 Reddit r/LocalLLaMA
Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster
https://www.reddit.com/r/LocalLLaMA/comments/1xfovxr/researchers_from_stanford_and_uc_berkeley/
#IA #AI #ML
Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster
https://www.reddit.com/r/LocalLLaMA/comments/1xfovxr/researchers_from_stanford_and_uc_berkeley/
#IA #AI #ML
Stanford et Berkeley ont appris à un LLM à survoler ses documents au lieu de tout lire. Résultat : un premier token jusqu'à 11,3x plus vite, sans perte de précision selon les auteurs.
Le module s'appelle TokenGate. Une petite porte MLP et un LoRA de rang… https://www.lefilia.fr/article/6381245
Le module s'appelle TokenGate. Une petite porte MLP et un LoRA de rang… https://www.lefilia.fr/article/6381245
October 26, 2026 at 5:01 PM
Stanford et Berkeley ont appris à un LLM à survoler ses documents au lieu de tout lire. Résultat : un premier token jusqu'à 11,3x plus vite, sans perte de précision selon les auteurs.
Le module s'appelle TokenGate. Une petite porte MLP et un LoRA de rang… https://www.lefilia.fr/article/6381245
Le module s'appelle TokenGate. Une petite porte MLP et un LoRA de rang… https://www.lefilia.fr/article/6381245
3/ En parallèle, Stanford et UC Berkeley présentent TokenGate : un modèle existant apprend à survoler son entrée au prefill sur contextes longs. Une petite porte MLP, un LoRA rang 16, jusqu'à 11,3x plus rapide. Sans réentraîner. https://www.lefilia.fr/article/6381245
October 26, 2026 at 7:37 AM
3/ En parallèle, Stanford et UC Berkeley présentent TokenGate : un modèle existant apprend à survoler son entrée au prefill sur contextes longs. Une petite porte MLP, un LoRA rang 16, jusqu'à 11,3x plus rapide. Sans réentraîner. https://www.lefilia.fr/article/6381245
📰 **Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster**
Stanford and UC Berkeley researchers released TokenGate, a drop-in learned token pruning module for LLMs. It cuts long-context prefill time-to-first-token by […]
Stanford and UC Berkeley researchers released TokenGate, a drop-in learned token pruning module for LLMs. It cuts long-context prefill time-to-first-token by […]
Original post on igeek.gamer-geek-news.com
igeek.gamer-geek-news.com
October 25, 2026 at 1:40 PM
📰 **Researchers from Stanford and UC Berkeley Introduce TokenGate: Token-Gated Attention Makes Long-Context Prefill Up to 11.3x Faster**
Stanford and UC Berkeley researchers released TokenGate, a drop-in learned token pruning module for LLMs. It cuts long-context prefill time-to-first-token by […]
Stanford and UC Berkeley researchers released TokenGate, a drop-in learned token pruning module for LLMs. It cuts long-context prefill time-to-first-token by […]
🤖 TokenGate Boosts LLM Efficiency with Learned Token Pruning
The claim is a narrow one, and the gains are therefore worth checking. A module trained to select the most useful tokens in a long context can make prefill faster and...
#InferenceOptimization #LLM #ModelTraining #AI #AIPulse
The claim is a narrow one, and the gains are therefore worth checking. A module trained to select the most useful tokens in a long context can make prefill faster and...
#InferenceOptimization #LLM #ModelTraining #AI #AIPulse
Read the full article →
www.synestesia.uk
October 25, 2026 at 4:34 PM
🤖 TokenGate Boosts LLM Efficiency with Learned Token Pruning
The claim is a narrow one, and the gains are therefore worth checking. A module trained to select the most useful tokens in a long context can make prefill faster and...
#InferenceOptimization #LLM #ModelTraining #AI #AIPulse
The claim is a narrow one, and the gains are therefore worth checking. A module trained to select the most useful tokens in a long context can make prefill faster and...
#InferenceOptimization #LLM #ModelTraining #AI #AIPulse
Introducing TOKENGATE: an innovative tool for efficient token pruning in long-context models, achieving up to 11.3× faster and 3.4× lower memory usage with no accuracy loss. This drop-in component transforms architectures for powerful applications. https://arxiv.org/abs/2610.26754
TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning
ArXiv link for TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning
arxiv.org
October 21, 2026 at 12:40 PM
Introducing TOKENGATE: an innovative tool for efficient token pruning in long-context models, achieving up to 11.3× faster and 3.4× lower memory usage with no accuracy loss. This drop-in component transforms architectures for powerful applications. https://arxiv.org/abs/2610.26754
📰 Reddit r/LocalLLaMA
[Paper] TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning
https://www.reddit.com/r/LocalLLaMA/comments/1xbkzll/paper_tokengate_adapting_llms_for_fast_and/
#IA #AI #ML
[Paper] TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning
https://www.reddit.com/r/LocalLLaMA/comments/1xbkzll/paper_tokengate_adapting_llms_for_fast_and/
#IA #AI #ML
October 21, 2026 at 3:00 PM
📰 Reddit r/LocalLLaMA
[Paper] TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning
https://www.reddit.com/r/LocalLLaMA/comments/1xbkzll/paper_tokengate_adapting_llms_for_fast_and/
#IA #AI #ML
[Paper] TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning
https://www.reddit.com/r/LocalLLaMA/comments/1xbkzll/paper_tokengate_adapting_llms_for_fast_and/
#IA #AI #ML
Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia, Carlos Guestrin: TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning https://arxiv.org/abs/2610.26754 https://arxiv.org/pdf/2610.26754 https://arxiv.org/html/2610.26754
October 21, 2026 at 6:42 AM
Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia, Carlos Guestrin: TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning https://arxiv.org/abs/2610.26754 https://arxiv.org/pdf/2610.26754 https://arxiv.org/html/2610.26754
Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia, Carlos Guestrin: TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning https://arxiv.org/abs/2610.26754 https://arxiv.org/pdf/2610.26754 https://arxiv.org/html/2610.26754
October 20, 2026 at 6:42 AM
Liana Patel, Rishabh Ranjan, Ion Stoica, Matei Zaharia, Carlos Guestrin: TokenGate: Adapting LLMs for Fast and Memory-Efficient Prefill with Learned Token Pruning https://arxiv.org/abs/2610.26754 https://arxiv.org/pdf/2610.26754 https://arxiv.org/html/2610.26754
TokenGate just launched on LetsLaunch — Unified LLM API Gateway for accessing leading AI models.
https://letslaunch.today/product/tokengate
https://letslaunch.today/product/tokengate
October 16, 2026 at 8:20 AM
TokenGate just launched on LetsLaunch — Unified LLM API Gateway for accessing leading AI models.
https://letslaunch.today/product/tokengate
https://letslaunch.today/product/tokengate
“Tokengate anything…Ethereum, Polygon & Farcaster and more coming…
We don’t collect any extra sign-up details, all you need is your wallet”
https://gandalf.page
We don’t collect any extra sign-up details, all you need is your wallet”
https://gandalf.page
May 24, 2023 at 11:24 PM
“Tokengate anything…Ethereum, Polygon & Farcaster and more coming…
We don’t collect any extra sign-up details, all you need is your wallet”
https://gandalf.page
We don’t collect any extra sign-up details, all you need is your wallet”
https://gandalf.page
Okay, gave up on dot swoosh, will never get one I suppose, tokengate is to reside in uhmayrecar 🫠
April 11, 2023 at 5:53 AM
Okay, gave up on dot swoosh, will never get one I suppose, tokengate is to reside in uhmayrecar 🫠
...Test tokengate: MUST BEFORE AUCTION cuz the token moves to escrow out of your wallet
Launch auction with split as recipient
Sell art!!! Boop boop 💃🏻💃🏻💃🏻
---
#MissKittyArt Whew! LOL Boop boop 👩🏻🎨👩🏻🎨👩🏻🎨
Launch auction with split as recipient
Sell art!!! Boop boop 💃🏻💃🏻💃🏻
---
#MissKittyArt Whew! LOL Boop boop 👩🏻🎨👩🏻🎨👩🏻🎨
June 16, 2026 at 7:52 PM
...Test tokengate: MUST BEFORE AUCTION cuz the token moves to escrow out of your wallet
Launch auction with split as recipient
Sell art!!! Boop boop 💃🏻💃🏻💃🏻
---
#MissKittyArt Whew! LOL Boop boop 👩🏻🎨👩🏻🎨👩🏻🎨
Launch auction with split as recipient
Sell art!!! Boop boop 💃🏻💃🏻💃🏻
---
#MissKittyArt Whew! LOL Boop boop 👩🏻🎨👩🏻🎨👩🏻🎨
...create custom product url
Put split address as recipient in smart contract
Put product link into external url in smart contract
Mint: use own address as owner of token
Mint first token
Mint second token
Mint third token etc....
Create nft tokengate
Put token address into nft tokengate...
Put split address as recipient in smart contract
Put product link into external url in smart contract
Mint: use own address as owner of token
Mint first token
Mint second token
Mint third token etc....
Create nft tokengate
Put token address into nft tokengate...
June 16, 2026 at 7:52 PM
...create custom product url
Put split address as recipient in smart contract
Put product link into external url in smart contract
Mint: use own address as owner of token
Mint first token
Mint second token
Mint third token etc....
Create nft tokengate
Put token address into nft tokengate...
Put split address as recipient in smart contract
Put product link into external url in smart contract
Mint: use own address as owner of token
Mint first token
Mint second token
Mint third token etc....
Create nft tokengate
Put token address into nft tokengate...
#MissKittyArt
The 8ks that I will #tokengate after putting the 4Ks up on the blockchain are huge. 8100 square. Twice as big as a standard #landscape or #portrait 8K. It's my favorite shape. Except for irregular. I'm tired of all the square corners. LOL I've done that before. Digital sculpture. 💃🏻💃🏻💃🏻
The 8ks that I will #tokengate after putting the 4Ks up on the blockchain are huge. 8100 square. Twice as big as a standard #landscape or #portrait 8K. It's my favorite shape. Except for irregular. I'm tired of all the square corners. LOL I've done that before. Digital sculpture. 💃🏻💃🏻💃🏻
June 14, 2026 at 3:47 AM
#MissKittyArt
The 8ks that I will #tokengate after putting the 4Ks up on the blockchain are huge. 8100 square. Twice as big as a standard #landscape or #portrait 8K. It's my favorite shape. Except for irregular. I'm tired of all the square corners. LOL I've done that before. Digital sculpture. 💃🏻💃🏻💃🏻
The 8ks that I will #tokengate after putting the 4Ks up on the blockchain are huge. 8100 square. Twice as big as a standard #landscape or #portrait 8K. It's my favorite shape. Except for irregular. I'm tired of all the square corners. LOL I've done that before. Digital sculpture. 💃🏻💃🏻💃🏻
Apparently, (explaining it to his father) 'no no he collects them at home' #tokengate
December 13, 2024 at 1:10 PM
Apparently, (explaining it to his father) 'no no he collects them at home' #tokengate