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arXiv, 1차 연구소, 공식 아티팩트, 하드웨어 벤더, 옵트인 X 신호를 정리해 버전이 붙은 릴리스 증거 번들로 만들고, 주장 단위 재현을 명령·아티팩트·지표·검증기로 게이팅합니다.

bili_summary 도구 제공: Bilibili 영상 메타데이터, 자막 타임라인, sharp 기반 프레임 캡처. 오류 처리와 우아한 성능 저하 내장.

행 번호 구문 강조와 Markdown 미리보기를 갖춘 Web GUI용 플로팅 워크스페이스 파일 트리 브라우저.

DeepSeek Harness(dsh)용 음성 기능 — 텍스트 전용 DeepSeek을 위한 음성-텍스트 입력 + TTS 읽어주기, API 키 불필요

프로젝트 대화 이름을 내용 기반의 명확한 Category｜Topic 제목으로 변경

DeepSee: DeepSeek Harness 비전, 멀티 모델 라우팅, 전달 전 Gemini 시각 자체 검증

DeepSeek Harness용 재사용 가능한 Markdown 프롬프트 프로필, 턴별 모델 선택, 인자 치환, 상태 복원 지원

LESSONS.md (AI mistake notebook) visualizer panel for DeepSeek Harness Web UI — browse, search and review your AI mistake notebook entries by level and recurrence.

Role-based subagent delegation for DeepSeek Harness: one delegate tool over a folder of role files, with a roster that ships and stays overridable

Native headless and visible Chromium browser automation agent for DeepSeek Harness with DOM tree extraction, screenshot capture, and built-in SSRF protection.

Persistent long-term memory for DeepSeek Harness: a JSON store of typed entries (fact, preference, entity, rule, episodic) exposed as the memory_remember and memory_recall agent tools, with recall ranked by keyword overlap, importance and access frequency.

A headless-first macOS Computer Use driver for DeepSeek Harness with AX-first observations, window-bound multimodal evidence, host-owned approval, and evidence-backed action receipts

Skill routing for DeepSeek Harness: embeds skills and each user task with a local model, keeps the clearly-relevant skills with a gap-based selection rule, and auto-injects their full bodies into the prompt.

An Agent-safe context compressor for DeepSeek Harness. It semantically preserves critical tool outputs such as errors, file paths, JSON payloads and command results, instead of mechanically truncating the context.

Deny an AI agent access to .env files, credential stores, keys and any path you hide — across file tools, shell commands, search selectors and run_code. A DeepSeek Harness (dsh) plugin.

Automatic tier-based model routing for DeepSeek Harness: a virtual `smart` model classifies each request by difficulty (hard / normal / easy) and by vision need, then delegates it to the models you already configured. 三级难度 + 视觉自动路由，虚拟 smart 模型零配置接入。

在 DeepSeek Harness 对话中以会话级 artifact 安全展示交互式 HTML 可视化。

Persistent, searchable, per-project memory for the DeepSeek Harness: decisions, rules, and sprint context in a queryable DuckDB file, rules enforced on every model request, with a full management UI in the Web Client

Xiaomi MiMo-powered voice for DeepSeek Harness: browser 🎤/🧠/🔊 UI, voice_transcribe/voice_understand/voice_speak tools, configurable voice map (preset/voicedesign/voiceclone). Fork of zhuiyueya/dsh-voice (MIT), Settings pattern from Anionex/dsh-vision-toolkit (MIT).

flykit for DeepSeek Harness — status line, file explorer with editor and live watch, and Claude Code / Pi / Codex terminals in the web GUI. Fly your agents.

Verifiable authorization, execution evidence, and offline delivery verification for DeepSeek Harness

Records scoped workflow rules and correction reminders with bounded evidence, local settings, and optional Brain Hub integration.

Multi-agent frugality defense plugin: read-ledger dedup metrics, compaction-immune rules, completion gate, cheap-model review lane.