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DSH-native uv environment manager: create, sync and run Python virtualenvs from the settings tab, with pip fallback, read-only conda visibility and a dry-run project sync preview.

Antigravity-style run_command for DSH: short commands return inline within a configurable wait window (default 10s) while longer ones auto-promote into ctx.jobs for later collection and completion notices — executed via ctx.shell under the session sandbox and approval pipeline.

Experience validation layer for DSH: zero-token collection of tool-failure/retry/search signals, AI refinement into verified skill books (three-layer verification), looked up at task start. Ships 10 trial skills and benchmark data (complex-task success 100% vs 60% bare).

Transparent multimodal routing for text-only models: every image in every model call is fully transcribed (verbatim OCR, data, uncertainty zones, injection-hardened) by your own multimodal understander, with focused re-look via vision_relook and automatic retry on image-related failures. No bundled endpoints, no borrowed logins.

Free vision OCR with adaptive tile recognition for long documents and Markdown/Word/PNG/Excel export.

Per-profile settings overlay for DeepSeek Harness: global settings.yaml stays the baseline while each profile overrides any namespace through its own profiles/<name>/settings.patch.yml — object sections merge recursively, scalars and arrays replace wholesale, and !unset masks an inherited value. The overlay is transparent to existing plugins (they keep reading ctx.settings unchanged), writes land in the profile overlay only, and official schema validation, revision semantics, expectedRevision conflicts, watchers and events are untouched. Ships a settings command family (get/set/unset/mask/unmask/promote/demote/migrate/diff/layers) plus a Profile Settings section in the web Settings panel over a loopback RPC channel.

Economics-first journal/working-paper monitor for DeepSeek Harness: NBER RSS + arXiv econ (4 categories) + Chinese econ journals (Shi Jie Jing Ji via Magtech, Zhong Guo Nong Cun Guan Cha, Cai Mao Jing Ji, Zhong Guo Ren Kou Ke Xue, Jing Ji Guan Li via ajcass) fetch, keyword filter, dry-run/Webhook push, dedup persistence, and schedule_create-compatible briefing.

China hard-tech supply chain intelligence: 33-signal board, H1 earnings tracker, hit-rate track record and Q&A, via a remote MCP (mcp__cn_intel__*).

Multi-language subtitle translation workflow for dsh: SRT/VTT parsing, sentence-level LLM translation, bilingual merge, batched with resumable checkpoints.

Triggers GitHub Actions workflows and local test pipelines, streams their logs back, and on failure hands the log tail to the agent for diagnosis.

Mnemosyne memory for DeepSeek Harness: remember / recall / forget / stats / sleep tools, embedded skill, auto-setup, optional auto-sync/prefetch, and a Settings panel. Data lives under ~/.dsh/mnemosyne.

Dual-ledger cross-session memory: auto-extracts lasting facts from conversations into MEMORY.md and maintains a PROGRESS.md project ledger, recalling both into every new session.

Cross-agent monitoring board for local AI agent sessions (cursor-ide, claude, codex, copilot, kimi and dsh itself) with session timelines, and message injection behind a default-off two-phase confirmation gate.

Session manager panel under Settings → Plugins: list all sessions with title, cwd, agent preset, updated time, turns and steps, expand a row to view message history, delete non-running sessions, and export a session as JSON or Markdown via a browser Blob URL.

Unofficial Grok integration for eligible SuperGrok or X Premium subscriptions: grok-4.6 chat with main-loop web/X search, shared Grok CLI OAuth, configurable model visibility, and Imagine images saved to an attachment or chosen path.

Planner/executor delegation with named roles: a strong planner steers, disposable executor sub-agents (per-role routes and prompts) implement. Default role plus per-delegation override, a global reasoning-effort knob in the composer chip, and a settings page for role management.

Adaptive model discovery, evaluation, tiering, and subagent routing for DeepSeek Harness.

Turns each produced-file chip into a per-file menu: open the file, copy its path, reveal it in the native file browser, or open a terminal cd-ed into its directory.

Un-clamps the composer stats footer: long turn and token stats lines span the full composer width instead of truncating with an ellipsis.

Question index: an ordered, collapsible list of your asked questions floating on the right side of the conversation; click a question to jump the session to that point. Auto-indexes each session's full history on open, persists it locally, and jumps to older questions by growing the window on demand.

User message jump bar for the DSH web GUI: a minimap-style dash strip on the right edge of the conversation, with hover preview, click-to-jump, drag-to-scrub and a viewport marker.

Drag-and-drop file attachments as Codex-style cards, with in-app PDF/text/video/audio previews and system-default opening for other formats.

Workflow One - Visual AI workflow orchestrator for DeepSeek Harness (dsh), with multi-agent DAGs, live execution, recovery, and Feishu integration

DeepSeek Harness 插件：在 Web 界面左下角展示火山方舟协作奖励计划免费资源包余量（基于 @volcengine/ark-cli）。