--- title: "99 sunny (@sunny99x) | Hashnode" description: "99 sunny (@sunny99x) writes on Hashnode. Read their latest articles and follow their work." url: "https://hashnode.com/@sunny99x" --- @sunny99x # 99 sunny @sunny99x · Joined August 2026 ### [Keep cognitive sovereignty when a personal agent filters the world](https://sunny99.hashnode.dev/keep-cognitive-sovereignty-when-a-personal-agent-filters-the-world?utm_source=hashnode&utm_medium=feed) Nous 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 ep 11 min read · [sunny99.hashnode.dev](https://sunny99.hashnode.dev/keep-cognitive-sovereignty-when-a-personal-agent-filters-the-world?utm_source=hashnode&utm_medium=feed) [5d ago](https://hashnode.com/posts/keep-cognitive-sovereignty-when-a-personal-agent-filters-the-world/6af33e507a52c474f4bb74ff) ### [Keep multi-agent state current with files and a short brief](https://sunny99.hashnode.dev/keep-multi-agent-state-current-with-files-and-a-short-brief?utm_source=hashnode&utm_medium=feed) An 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 s 9 min read · [sunny99.hashnode.dev](https://sunny99.hashnode.dev/keep-multi-agent-state-current-with-files-and-a-short-brief?utm_source=hashnode&utm_medium=feed) [3](https://hashnode.com/posts/keep-multi-agent-state-current-with-files-and-a-short-brief/6aecbbb136621aba2cbaa139) [Nov 5](https://hashnode.com/posts/keep-multi-agent-state-current-with-files-and-a-short-brief/6aecbbb136621aba2cbaa139) ### [Tiered cyber access for models that stay useful](https://sunny99.hashnode.dev/tiered-cyber-access-for-models-that-stay-useful?utm_source=hashnode&utm_medium=feed) Around 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 reporting 8 min read · [sunny99.hashnode.dev](https://sunny99.hashnode.dev/tiered-cyber-access-for-models-that-stay-useful?utm_source=hashnode&utm_medium=feed) [Nov 2](https://hashnode.com/posts/tiered-cyber-access-for-models-that-stay-useful/6ae91f4cd34b73d058466f62) ### [Native multimodal still allows a separate encoder](https://sunny99.hashnode.dev/native-multimodal-does-not-mean-one-backbone?utm_source=hashnode&utm_medium=feed) Native 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.dev](https://sunny99.hashnode.dev/native-multimodal-does-not-mean-one-backbone?utm_source=hashnode&utm_medium=feed) [Nov 1](https://hashnode.com/posts/native-multimodal-does-not-mean-one-backbone/6ae77aeace2a769e427fb89c) ### [Judge the evidence, not the calendar](https://sunny99.hashnode.dev/judge-the-evidence-not-the-calendar?utm_source=hashnode&utm_medium=feed) In 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.dev](https://sunny99.hashnode.dev/judge-the-evidence-not-the-calendar?utm_source=hashnode&utm_medium=feed) [Oct 19](https://hashnode.com/posts/judge-the-evidence-not-the-calendar/6ad5dfb2b4e13ef8538237ee)