Display-layer translation for the DSH web app: thinking chain, task cards, and optional answer text, in 9 target languages (local Ollama / any OpenAI-compatible or Anthropic endpoint / Google / Bing, fail-open)

Context retrieval for DeepSeek Harness: ranks docs, code and media by relevance into a sidebar Context Pack. Lexical and fully local by default. Hybrid is off until you configure a provider; it sends your query and file titles/summaries, not bodies.

Open-source alternative to Claude Cowork — a local-first AI agent desktop app · multi-model · self-evolving skills · privacy-first · multi-Harness roadmap · DeepSeek Harness integration in progress