Multi-Reward RL, Part 3: GDPO + CISPO + REPO-R at 27B, and the Advantage Floor That Stopped Learning

Um benchmark reprodutível de pequenos modelos de decisão e de embeddings para classificar o objetivo do cliente em português do Brasil, e o que uma tradução paralela para o inglês revela sobre o custo do idioma.

A reproducible benchmark of small choice deciders and embeddings for customer-goal classification in Brazilian Portuguese, plus what a parallel English translation reveals about the cost of language.

By Georgii Kharlampiiev, Mindscend Our company website is a single chat page backed by a model we...

SiliconFlow sells one OpenAI-compatible API for 200+ open and commercial models\u200a\u2014\u200aDeepSeek, Qwen, GLM, Kimi, FLUX and more\u200a\u2014\u200awith serverless, dedicated...

Malware that has no orders inside: CLOSEDQUORUM asks DeepSeek, Qwen, Mistral and Gemini what to do next. The pattern is no longer in the binary, it is in the outbound traffic.

Agentic coding on a Strix Halo laptop with Qwen3.8-Flash-Next. Going head to head with Opus 5.5

Qwen 3.6 Plus is free, fast, and ships 1M context. Claude Opus 4.6 costs more but handles hard agentic tasks better. Here's what actually matters.

Flash-MoE streams a 397B Qwen model from SSD on a 48GB MacBook at 5.5 tok/s. No cloud. Here's how sparse MoE activation makes this actually work.

Soulor AI is an AI companion app with persistent memory and five relationship stages, from Stranger...

If you have ever tried to export a ChatGPT conversation to Markdown, or save a Claude chat as a .md...