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Markdown 노트용 이중 지식 그래프 RAG(half-life 메모리 감쇠): 전제 조건 + 유사도 그래프(P/S-Agent 트래버설), 단락 청킹, n-gram/embedding 하이브리드 검색, 명시적 가중치 피드백 루프 — Cordis 네이티브 플러그인, npm으로 @eqman00003/knowlp-rag 설치 가능.

핸드오프 노트가 포함된 세션 간 작업 큐: 세션과 서브에이전트가 공유 파일 기반 큐에서 작업을 push/claim/complete/cancel하고, 다음 담당자를 위한 핸드오프 요약을 남김

Session-aware local notes for DeepSeek Harness: capture notes and page selections in a floating Apple Notes style panel, let the LLM classify topics, auto-inject convention notes into the system prompt, and dispatch todos with recall context to active sessions.

Education mode for DeepSeek Harness: research a course, teach it, write the class notes, and quiz the learner.

Fullscreen business-app framework for DeepSeek Harness Web with a dark-sidebar workbench bundling a database connectivity tester and SQL query panel, a two-level knowledge base (bill and accounting) with local search and Word document ingestion, metadata environment comparison with alter-SQL generation, a data dictionary, agent log-search report demos, a system test-case runner, Evernote-style notes, developer utilities, and mini-games.

Infinite canvas for sessions, with regions bound to workspaces and agent presets, pinned session cards, sticky notes and alignment guides.

Session notes 0.3.1: multiple numbered notes per session (1 2 3… by creation order), session-level color and pin (one click in the popover title row), a copy picker (click any note to copy), per-session delete-all, compatible with DSH Desktop 0.8.2.

Annotate on selection, persist through refresh; send the notes with your message and the model answers each one.

Upgrades DSH image viewing with pointer-centered zoom, pan, galleries, downloads, keyboard support, and inline region notes.

DeepSeek Harness용 GitHub CI 공동 파일럿: PR 검토, CI 실패 수정, 이슈 분류 및 릴리스 노트 작성.

사용자가 선택한 대화 텍스트를 선택적 메모와 함께 인용하고, 해당 참조를 다음 메시지에 첨부할 수 있게 합니다.

DeepSeek Harness 에이전트용 포커스 보드: 세션 워크스페이스에 모델이 유지 관리하는 지속적 노트로 목표, 제약, 결정을 압축과 세션을 넘어 고정하며, 자동 컨텍스트 주입, 초기화 시 아카이브, 선택적 웹 패널을 제공합니다.

Opt-in DeepSeek Harness skill bundle that turns course, lecture, tutorial, documentary, meeting, and talk videos into structured study notes.

DSH global Markdown notes with workspace binding: sidebar Notes & bookmarks panel, host tools + file fallback. / DSH 全局 Markdown 笔记:侧栏面板,宿主工具 + 文件回退。

Coding-learn floating panel: edits and runs Python/JavaScript/TypeScript/PowerShell with exit code and timing, grades JSON course lessons with progress export, keeps Markdown notes and snippet library, and sends code plus a question into the current conversation for the main model to answer.

DeepSeek Harness 会话感知本地笔记：把会话里的决策与约定沉淀成本地 Markdown 笔记，自动注入系统提示、可派发给活跃会话，解决「聊完就丢」的上下文断层

Local TXT reader in a right-sidebar tab plus a spoiler-safe AI reading companion: the model only sees what you have already read — the current chapter, the tail of the previous chapter, and a per-book background file it grows as you go. Excerpts, thoughts and the companion replies become structured Markdown notes exportable to Obsidian; raw text unlocks only for a book you mark as finished.

Legal training workbench: three-pane academic UI that reads the "Minglü" (lawagent preset) learning profile (case dossiers, flashcards, wrong-answer book, notes) and sends instructions into a Minglü session with one click.

Paper library and reading workbench: arXiv search, a local plain-file library (metadata / PDF / extracted full text), and three-level reading notes (overview / understanding / critique) kept as markdown beside the PDFs; seven model tools plus a web panel.

A dsh-better-sidebar reading view for .pptx decks: slides in deck order, bullet levels, speaker notes and inline pictures. Ceilings on archive size, per-part inflated bytes and slide count keep a deck from freezing the tab.

A dsh-better-sidebar reading view for .docx files: headings from the style map, paragraphs, lists, real table cells, inline pictures and header notes. Ceilings on archive size, per-part inflated bytes and rendered blocks keep a document from freezing the tab.

DSH plugin: cross-session call center for agents. session_message delivers messages between DSH sessions (idle: visible full-text wake; busy: mid-turn-safe notice; plus runtime-context notes) and resolves targets by registered contact name (stale-id-proof

Browser and mini-program element annotations with collapsible composer notes and source locations.

Context compaction that keeps its receipts: a five-section handoff summary, a durable segment index, review tools that read compacted text back, optional working notes, and a read-only extraction exit. Mounts as the compaction-basic row's replacement; cha