LLMs can now talk to each other without words.
Chinese researchers open-sourced a new paradigm that lets LLMs communicate without generating a single word.
It’s called Cache-to-Cache (C2C) communication.
right now, when multiple ai agents work together, they are forced to translate their internal "thoughts" into human text tokens just to pass a message. this loses rich semantic meaning and causes massive token-by-token latency.
So, instead of spitting out words, c2c uses a neural network to directly project and fuse the source model's "kv-cache" right into the target model. it is pure, direct semantic communication.. they even added a learnable gating mechanism to select exactly which layers benefit most from the cache transfer.
the benchmark results are actually crazy:
- avoids all intermediate text generation latency
- accuracy jumps by up to 14.2% compared to individual models
- beats traditional text-based agent communication by over 5%
- delivers a massive 2.5x speedup in overall speed
we are literally watching llms bypass human language to build their own silent, high-speed neural network..
@giovannibassi tava postergando uma refatoração e mudanças que queria fazer na flake que uso para gerenciar meus sistemas, resolvi tentar fazer tudo com o claude code e funcionou surpreendente bem, acho que o modelo do nix é o melhor na era das llms, fácil de fazer rollback quando faz cagada
@JefinhoMenes@AnatelGovBR Tô passando pela mesma coisa aqui, na segunda feira me ligaram mais de 40 vezes, sempre de números diferentes de celular, impossível bloquear todos
solicitei mudança de endereço do plano de internet na @ClaroBrasil e tão me ligando sem parar desde 9h da manhã de números diferentes alegando problema na instalação no prédio e sugerindo serviço da concorrência, vazamento de dados nas operadoras virou praxe, um absurdo
The Gila monster, has a hormone in its venom is like a glucagon-1-peptide (GLP-1) that functions to regulate blood sugar levels and regulate appetite by triggering the release of insulin. This hormone is called Exendin-4 and became synthesized in the lab to become Ozempic
@milabarreto achei que tava fidido kkkkk ele tá muito adolescente, não quer mais saber de colo, só de correr pela casa igual maluco, do nada ele vem de colo e começa a se dar banho