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DeepSeek 视觉桥接：注册原生 LLM provider，聊天内粘贴的图片自动由视觉模型（pi-ai/llama.cpp 上的 Qwen3-VL）转成文字描述后交给纯文本 DeepSeek 作答——图片准入、路由与会话压缩全部走 harness 原生机制，带 LRU 描述缓存与 503 重试。

输入框贴图自动识别：由 OpenAI 兼容视觉模型转成文字描述后，再交给纯文本 DeepSeek 模型处理。

有界本地记忆 + CBDC 权威门控：SQLite + FTS5 claims，作用域召回并给出可解释的采用/核验/忽略决策与完整审计轨迹，/memory 命令，每次注入 ≤3 条/1200 字符，不增加额外模型调用。

跨会话任务队列与交接摘要：会话与子 agent 在共享的文件队列上投递、认领、完成、取消任务，并留下交接摘要供后续会话查看。

DSH Web GUI 字体切换器：99 个界面字体与 31 个代码字体，中西文自动搭配，即选即生效，localStorage 持久化。

DSH Web 侧边栏活动热力图：GitHub 风格网格展示每日提交、Token 用量与估算花费，今日统计行显示全会话 Token 总量、缓存命中率与按模型自动计价的花费。

DSH Web UI 桌面宠物：精灵图动画、agent 状态联动、拖拽、闹钟（每天/一次）与番茄钟，皮肤下拉选择 + 预览。

右侧用户消息导航条，根据消息数量与可用高度自适应排布导航块，并支持悬停预览、键盘操作与点击跳转。

Web UI 局域网/远程访问：为纯 HTTP 非安全上下文注入 crypto.randomUUID polyfill，局域网/Tailscale IP 直连时前端不再崩溃。

四模块会话伴侣：对话智能导出（Markdown/PDF/JSON/PNG 长图、隐私脱敏、批量 ZIP）、上下文交接摘要（模板保存与导入继承）、API 成本优化（官方动态计价、峰谷调度、日/月双档预算、模型路由）、全局对话检索与对话内搜索（Ctrl+F、CSS Custom Highlight API）。

Structured test runner tool (test_run): auto-detect Vitest/Jest/pytest/node:test, run tests, parse failure summaries for the model.

DeepSeek Harness plugin that bridges session images to pluggable vision APIs while keeping DeepSeek as the primary model.

Two-tier model router for DeepSeek Harness — LLM-Judge routing, multi-model fallback chains, exponential-backoff failover, and task-level orchestration (DSH adaptation of pi-shift-router)

Voice for DeepSeek Harness（dsh） — speech-to-text input + read-aloud TTS for text-only DeepSeek, zero API key.

view modes for deepseek harness, including Verbose, Normal, Summary Mode

deepseek harness manim数学插件

Bring any file into the conversation — stashed to the workspace and referenced by path; zero type rejection

DeepSeek Harness (dsh) Windows notification plugin: a native toast when the agent stops running (finished / aborted / error / waiting for your choice / session closed), plus a system-tray icon. Pure host-side, zero dependencies, zero build.

DeepSeek Harness diagnostic, repair, and rollback plugin: dsh_doctor (diagnose), dsh_doctor_fix (journaled repair), dsh_doctor_rollback (LIFO undo), plus a Cordis runtime service for dynamic self-healing.

DeepSeek Harness plugin: per-request thinking-mode switch (enable_thinking) for Qwen3-family models on OpenAI-compatible endpoints

DeepSeek Harness plugin: secondary working directories for a project. The agent keeps the primary workspace as cwd, gains equal write/exec permissions on configured secondary directories under workspace-write mode, and is notified of configuration changes

Global skill hub for dsh: aggregates Claude Code, project, and .skill-package skills into ~/.dsh/skills with reference/copy import and slash-menu usage

Use ChatGPT (Codex), Claude, and Grok (X Premium) subscriptions as DeepSeek Harness LLM providers, with OAuth login from the web Settings page

DeepSeek Harness plugin: query AI Monitor balance / usage from local SQLite — cost-aware agent, auto bookkeeping with the AI Monitor proxy.