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The LLM debug console inside DeepSeek Harness — capture every model call, see everything, replay anything.
Octane bindings for TanStack AI streaming chat, structured outputs, and media generation.
Feature flag evaluation for browser and Node.js — local, no-network-per-check, fail-closed.
Browser tools for your agent: framework-neutral tool catalog, per-model compilation, Kernel-browser execution, and a pi binding + extension
记忆核心(Memory Eternal):自研的 DeepSeek Harness 记忆插件,不移植任何既有记忆框架——对话结束后自动沉淀知识卡到本地 Markdown Vault(自研去重、自研 CJK 检索、可 git 管理),设置页提供图形化知识库(统计 / 搜索 / 知识图谱 + 侧边栏一键弹窗),Agent 通过 memory_recall 工具按需召回历史上下文。零人工干预。
Playwright reporter and fixtures that capture before/after screenshots and DOM of every interacted element, so failing tests show exactly what changed.
Isometrik WebChat SDK — embeddable real-time chat web components
Read-only MySQL tooling for DeepSeek Harness: connection introspection, schema discovery, and guarded SELECT queries so the agent can see the database before writing code.
Ultra-fast in-memory request deduplication and TTL edge caching for Groq, OpenAI, Anthropic, and LLM APIs. Eliminates thundering herds and 429 rate limit spikes.
Semantic-only local coding runtime and terminal client for 3xhaustPi
Unbox AI traces: visualize agent runs in the browser or explore them from the CLI
LLM-as-a-Verifier for dsh with the Best-of-N conversation mode built in: rank N candidates with a fine-grained verifier (expected grade over the logprob distribution), on demand via the verify tool or automatically on every turn of a Best-of-N session. In
Multi-backend web_search and web_fetch providers for the DeepSeek Harness web seam (ctx.web): Exa (REST with key, anonymous hosted MCP without) and Firecrawl (v2 search/scrape API) today, extensible to more backends (SearXNG, ...), with automatic failover
Agent-terminal extension (pi / omp / Prime) that connects a seat to a Multica server
Use ChatGPT Codex, Claude, Grok, and Antigravity subscriptions as DeepSeek Harness LLM providers via OAuth.
QDB: GRPO Group Relative Policy Optimization, Custom Reward Search Adaptation & Multi-Hop Reasoning
Youdao-style word-selection translation for the DSH web GUI. Select text anywhere, click the floating button, get a translation from the harness's own LLM — no API keys, no third-party endpoints. 有道风格划词翻译:DSH Web GUI 里划选文本即现悬浮「译」按钮,点击由 harness 自带大模型翻译,无需
n8n community node for Slide — real-time triggers for WhatsApp, Instagram, SMS, voice, email, and Shopify events, plus multi-channel messaging actions.
DSH 自定义模型思考等级管理与偏好记忆插件:原生设计语言、全档位思考配置与无感隔离式跨会话偏好记忆。
Research-assistant plugin suite (literature search, research wiki, LaTeX compile, independent subagent review) for the DeepSeek Harness
DSH 插件:在「设置 → 通用设置」新增全局 Prompt 输入框,注入每次对话(含子代理)的系统提示词,保存即生效。
DSH skill_manage: agent-managed procedural memory. Create/patch/edit/disable/delete skills in ~/.dsh/skills (user scope) or <projectRoot>/.dsh/skills (project scope), with validation, delete guards (agent-created marker, pin, path confinement), disable/en
Observability and APM agent for NestJS - traces, runtime metrics, custom metrics and CPU profiles
Playwright/CDP web-fetch provider for DeepSeek Harness: renders pages in a real browser, denoises them (Readability + DOMPurify), and returns markdown.
Shared agent skills (Claude Code, Cursor) distributed as skills.sh-compatible bundles.