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채팅 이미지를 고정된 OpenAI 호환 비전 모델로 라우팅하고 사실에 근거한 관찰을 선택된 메인 모델에 반환합니다. 세션 범위 관찰은 리플레이·압축·재시작을 넘어 재사용됩니다.

DSH 에이전트용 번역 툴킷: 문장 분절, 용어 및 용어집 추출, 원문-번역 QA(숫자, 단위, 괄호), 톤 가이드, 영속 워크스페이스 번역 메모리.

공식 compaction API를 통한 DeepSeek Harness용 모델 작성 컨텍스트 프루닝.

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.

Web 액션 바에서 어시스턴트 답변을 고정하고 다음 모델 턴으로 다시 불러오기(`/pin` `/recall`, 선택적 wake 지원)

LiuHe MCP 코드 툴킷(도구 44개)을 dsh web에 연결합니다: repo_map, 심볼 검색, 관대한 매칭의 edit_batch, 실행 취소 저널이 있는 트랜잭션 편집, 결정론적 품질 게이트 — 충돌 격리된 Rust tree-sitter 파싱 데몬과 SQLite 인덱스 기반.

DeepSeek Harness(dsh)용 도구 간 세션 마이그레이션 플러그인: 고정밀 가져오기, 이어하기, 지식 추출, 양방향 내보내기, 개인정보 마스킹

MCP를 통한 호스팅 도구 서버: 인보이스와 은행 명세서 추출(코드 내 산술 검증 포함), 정수 센트 장부 대사, PDF와 표 변환, SQL 방언 변환, 중국 이동 네트워크 관점에서의 중국 본토 도달성 프로브.

위험 작업 정책 검사, 출력 마스킹, 보안 검토 워크플로 추가

Lets the model trigger compaction itself at a safe point via a compact_now tool (works mid-turn), plus a context_status tool reporting real token usage against the session's actual context window.

在每条回复下方给出可点的下一步建议，点一下就作为你的消息发出去。Clickable next-step suggestions under every reply; one click sends that sentence as your message.

Execution flow chart: renders the current session's execution as a vertical node flow (turns, user, assistant, tools, approvals, retries, compaction), appended in real time over SSE with auto-follow scrolling — the chart draws wherever the session executes.

Adds a draggable power pill to the DeepSeek Harness Web GUI: a live status dot plus restart and stop actions, where restart is handed to a detached helper that resumes the same boot invocation once the port is released.

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

Fixes the Windows workspace-open action. The shipped opener runs `explorer.exe "<file:// URI>"`, which on some hosts reports success without raising a window — the exit-code verdict cannot tell an opened window from nothing happening. This routes that one action to `explorer.exe /e,<dir>`, which raises a window reliably, and leaves every other application in the menu on the shipped path.

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

Drives the GME Test Agent from inside Harness: three tools list interface catalogs, start and repair autonomous test generation in a local Python backend, poll the task until review, and keep PR, skip and cleanup actions behind explicit user consent.

Windows desktop control through UI Automation: nine tools that read a window control tree and drive elements by id through their own UI Automation patterns, with every write gated by an approval policy, an append-only action log and a settings panel.

Tiered compaction hub: replaces the single 80% compaction cliff with a configurable ladder (default 30/50/70/90) whose tiers escalate from gentle to maximum consolidation laws, folds a deterministic keyword index into every checkpoint so facts accumulate across cycles, and summarizes through a model chain — primary plus up to 3 fallbacks, each with its own reasoning effort. Adds a Compaction module sub-tab and a Settings card; toggling off always restores stock compaction.

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

Event-driven Hypatia memory for DSH: automatic conversation logging via session events, queued background consolidation (span summaries + work-unit extraction) with a dedicated model route, and recall injection — zero per-call model work in the main sessi

Host- and agent-layer DeepSeek Harness plugin that prices every automatic context rewrite before it lands, asks the human by default, and reports what the provider had to re-read cold.

Maintained fork of dsh-approval-gate. A neutral operation whose confirmation count has reached the threshold auto-approves when the judge is unavailable, instead of prompting a human again; approver-facing explanations are generated in Chinese from the real sandbox mode, command and paths. Also carries deterministic hard-deny for credential exfiltration and system-path destruction, judge-input redaction, a judge model candidate chain, fingerprint-scoped allow rules, and an approval view with unified diff and one-click revert.

Structured git tools for DeepSeek Harness agents: status, diff, log, branch, commit and stash. Output is pinned with ten `git -c` overrides so a user pager, colour or quotepath setting cannot reshape what the agent reads; every invocation is an argv array, so no shell ever parses an argument; and the mutating actions go through the harness approval service, refusing rather than proceeding when no approval service is mounted.