Keep cognitive sovereignty when a personal agent filters the worldNous Research released Arete-27B, a post-trained version of Alibaba's Qwen3.8-27B. The stated aim was to reinforce Western values on a Chinese-trained model. The method was narrow. The team ran two ep11 min read·sunny99.hashnode.dev5d ago
Keep multi-agent state current with files and a short briefAn agent is mid-edit on design A when a message arrives on another channel: switch to design B. The router can wake the right worker. A shared folder can show which brief is live. The harder part is s9 min read·sunny99.hashnode.dev3ANov 5
Tiered cyber access for models that stay usefulAround 30 October 2026, developers reading DeepSeek’s website JavaScript found application routes and key-management hooks for a Cyber model that had not yet appeared in any public menu. The reporting8 min read·sunny99.hashnode.devNov 2
Native multimodal still allows a separate encoderNative multimodal does not mean dropping separate vision encoders; DeepSeek-V4.1-Flash still uses ViT + projector, and the real goal is an updatable world state.7 min read·sunny99.hashnode.devNov 1
Judge the evidence, not the calendarIn October 2026, a group of computer science and AI faculty published a Joint Statement on Slow Research, addressed to undergraduates who want to do research. The statement page lists 120 signatories,11 min read·sunny99.hashnode.devOct 19
