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Bilibili 영상 분석 기능: 메타데이터, 자막(스크립트가 없으면 Bijian/sherpa-onnx/whisper.cpp로 ASR 대체), 댓글, 탄막, 선명한 키프레임을 제공하며 선택적으로 로컬 비전 설명도 지원합니다.

네이티브 LLM 제공업체 비전 브리지: 채팅에 붙여넣은 이미지를 비전 모델(pi-ai/llama.cpp를 통한 Qwen3-VL)이 설명하고, 그 텍스트 설명을 텍스트 전용 DeepSeek에 전달해 답변 생성 — 이미지 수신, 라우팅, 압축 모두 하네스 네이티브 메커니즘으로 처리, LRU 설명 캐시와 503 재시도 포함

세션별 로컬 LIFO 프롬프트 보관함으로, 미완성 컴포저 텍스트를 임시로 치워두었다가 나중에 안전하게 복원할 수 있습니다.

DSH Web 사이드바의 활동 히트맵: GitHub 스타일의 일별 커밋, 토큰 사용량, 예상 비용 그리드, 전체 세션 토큰 합계·캐시 적중률·모델별 자동 계산 비용을 보여주는 오늘 통계 라인 포함

dsh-better-sidebar용 오디오/비디오 FileViewer로, mp4/webm/mkv/mov와 mp3/flac/wav의 네이티브 인라인 재생을 지원하며 Range 요청이 가능한 스트리밍 미디어 라우트로 제공됩니다.

World-model research toolkit: inspect frames, name 3D / pixel / latent routes, score pred vs GT, and RSI skills / wm.yaml.

Plugin market inside the DSH Web UI: crawls the dsh-plugin topic with noise filtering, curated marks, ranking and one-click install (dsh.bundle-verified).

Connects DSH to Timeline Studio for `.timeline` project inspection, semantic edit previews, transactional edits, and verified MP4 rendering.

Parallel Search provider for DeepSeek Harness

Inline video preview for dsh-better-sidebar: plays .mp4/.webm/.mov/.mkv/.avi etc. in the sidebar editor with HTTP Range (seeking) support via a dedicated /video host route

Sidebar file tree for DeepSeek Harness: a files panel with a lazy, per-extension-icon tree, copy-path and send-to-agent actions

IDE-style workspace switcher sidebar for DSH (DeepSeek Harness): floating workspace dropdown, session filtering, done/pending status lights, workspace & session search, and workspace rename/delete/archive/add.

DeepSeek Harness (dsh) plugin for GitHub (gh), Gitea (tea) and npm CLIs: detect/install, guided auth/config (incl. npm token rotation), issue and package tools.

Firecrawl-backed search and fetch providers for the DeepSeek Harness web capability seam (ctx.web)

team-task for DeepSeek Harness: long-horizon multi-agent tasks — a lead plans a reviewed DAG, durable members execute, an event log is the single truth, and a resident reconciler survives crashes and restarts.

OpenCode Zen free models provider for dsh

Slacking-off companion: a floating mini player that streams Bilibili videos (native player, danmaku, comments, search) and pauses when your agent needs you, resuming exactly where you left off.

Mobile adaptation for the DSH Web UI: compact typography, full-width composer with caret fix, drawer sidebar with overlay-close, two-page settings flow, responsive tables and stats, safe touch targets.

One-click health check for the DSH Web GUI: a sidebar button runs the ops kit's check-health.ps1 through a plain HTTP route (independent of the tool registry) and renders a structured report card; colors follow the active theme, Windows/PowerShell.

Capability transform & assembly engine (Qian Xuesen cybernetics/systems framework): static resident layer manages the skill/MCP/plugin registries, auto-absorbs skills and tool metrics, and drives a negative-feedback evolution loop (scan Sick/Weak → mutate → select promote/reject → 30s rollback); includes a Web UI panel and a GitHub dsh-plugin store bridge.

Track releases and stars of any public GitHub repository from inside dsh agents — no API key needed.

Dedicated read-only Git Graph view beside Chat and Trajectory: commit topology, local/remote/tag refs, HEAD and working-tree status, search, filtering, first-parent mode, refresh, and load more.

Review Changes panel above the web composer with a VS Code sidebar bridge: send editor selections, drag files/folders as tags, and batch accept/reject every listed file.

Evidence-first self-evolution controller: bounded Cordis candidate generation, one-shot real-Loader admission, Harbor evaluation, and a crash-resumable journaled lineage.