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Project memory for coding agents on DeepSeek Harness: similar past edits surface as precedents, out-of-scope edits are blocked, and cognition persists across sessions (47 upstream-verified fixes, gold-free 20-task run).

PLUR memory rendered into the system prompt on each assembly rather than exposed as a tool call, so the block is replaced instead of appended and context stays flat across a session. Fully local hybrid search (BM25 + BGE fused with RRF), plain YAML storage you can edit, per-workspace scoping, and a /plur-memory browser.

Connect Trilium notes to the DSH agent via ETAPI with 20 agent tools: durable memory (remember/recall + auto-injected index), note management (CRUD/clone/attributes/revisions), full-text search, weekly-report workflow, attachments, calendar notes, backup/import, and a settings card.

LLM-driven remember/forget memory: after each turn a model decides what to keep (MemoryDirector), injects relevant memories before each step, dedups, and persists cross-session.

Compaction backend replacing LLM summarization with a deterministic semantic extractor (keeps code/paths/commands, drops chatter) plus 28.4x KV-compression accounting.

Organize folders and sessions into projects with shared PROJECT.md memory and AGENTS.md instructions injected into every session, plus a project tree sidebar.

Memory protocol enforcement plugin: bridges the opencode-memory MCP server, forces memory_weave before tool calls, auto-ingests turns, and injects memory context into agent steps.

PostgreSQL-backed durable memory for DSH agents: MCP memory tools plus a Web panel for reviewing memories and candidates.

Focus board for DeepSeek Harness agents: durable, model-maintained notes in the session workspace that pin the objective, constraints, and decisions across compaction and sessions, with automatic context injection, archive on clear, and an optional web panel.

Move a session to another folder from the Web UI via drag & drop or a menu picker, permanently delete a session with a risk-consent dialog, and AI-rename a session by summarizing the whole conversation (typo-aware). Each action also ships as an agent tool.

Discover and verify portable RoleHub roles, pin each exact bundle, then launch its prompt and bundled skills in an isolated, continuable DSH Session with Host-approved tool bindings and optional Agent Team Room attachment.

A GUI subagent-model selector beside the main model seat: pick a model and reasoning effort per session, applied to every in-process subagent.

Digital arcade HUD skin: neon cyan/violet/magenta palette, Ark Pixel fonts, animated sprites (city backdrop, data core, mascot), custom crosshair cursor; light and dark themes follow the system.

Manage DSH rules from the web settings panel — edit global/project AGENTS.md, or auto-split pasted rules into layered AGENTS.md and skills via LLM.

Desktop profile for dsh: native Tauri window over the harness web surface with tray, native notifications, a file-manager panel, and one-click updates.

A green interrupt button beside the send box: silently stops a running agent, which then summarizes its progress and asks for your new requirements, with a customizable interrupt prompt.

클리피가 돌아왔습니다, 이번엔 진짜로 도움이 됩니다. 실제 에이전트 상태에 반응하는 오피스 어시스턴트 펫으로, 턴이 완료되면 점프하고 턴이 실패하면 클래식한 "illegal operation" 대화상자를 띄움

손댈 필요 없는 안전망: 에이전트가 삭제하는 디렉터리는 먼저 휴지통 폴더로 이동하고 심볼릭 링크는 절대 따라가지 않음, 별도 승인 불필요

DeepSeek Harness 세션을 검증 가능한 영수증과 함께 제출 가능한 업무 보고서(일간/주간/인수인계/아티클)로 변환

DeepSeek Harness용 에이전트 FinOps / 토큰 분석: 사용량 수집, 시간 인식 비용 엔진, 캐시 분석, 세션 드릴다운

U동기화 / Uagent Sync — DeepSeek Harness용 기기 간 워크스페이스 동기화: uagent-sync CLI를 통한 백업, 복원, 생태계 업데이트

DeepSeek Harness IM 브리지 플러그인: Telegram 및 WeChat 메시지를 상대별 에이전트 세션으로 라우팅하고 답장 전송

DeepSeek Harness용 데스크톱 스타일 프로젝트 및 AI 워크벤치

DeepSeek Harness용 Web UI 플러그인: 로컬 Markdown 파일이나 URL에서 스킬을 하네스가 자동으로 탐색하는 스킬 루트로 가져오기