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README.md

@@ -132,7 +132,7 @@ CyberStrikeAI is an **AI-native security testing platform** built in Go. It inte
 - 🖼️ **Vision analysis (`analyze_image`)**: separate VL model (e.g. `qwen-vl-max`) via MCP for local screenshots, captchas, and UI; image bytes stay out of agent history (text summaries only). Configure `vision` in `config.yaml`; see [docs/VISION.md](docs/VISION.md)
 - 🎯 **Skills (refactored for Eino)**: packs under `skills_dir` follow **Agent Skills** layout (`SKILL.md` + optional files); **multi-agent** sessions use the official Eino ADK **`skill`** tool for **progressive disclosure** (load by name), with optional **host filesystem / shell** via `multi_agent.eino_skills`; optional **`eino_middleware`** adds patchtoolcalls, tool_search, **plantask** (`TaskCreate` / `TaskList` boards under `skills_dir/.eino/plantask/`), reduction, file **checkpoints** (`checkpoint_dir`), ChatModel **retries**, session **output key**, and Deep tuning—20+ sample domains (SQLi, XSS, API security, …) ship under `skills/`
 - 📱 **Chatbot**: Personal WeChat, WeCom, DingTalk, Lark, Telegram, Slack, Discord, and QQ Bot—chat from mobile or IM apps (see [Robot / Chatbot guide](docs/robot_en.md))
-- 🧑‍⚖️ **Human-in-the-loop (HITL)**: Chat sidebar to set approval mode and tool allowlists (listed tools skip approval); global list in `config.yaml` under `hitl.tool_whitelist`; **Apply** can merge new tools into the file and update the running server without restart; dedicated **HITL** page for pending approvals
+- 🧑‍⚖️ **Human-in-the-loop (HITL)**: Chat sidebar to set approval mode and tool allowlists (listed tools skip approval); global list in `config.yaml` under `hitl.tool_whitelist`; the Audit Agent can use a separate lightweight model via `hitl.audit_model`; **Apply** can merge new tools into the file and update the running server without restart; dedicated **HITL** page for pending approvals. See [HITL best practices](docs/hitl-best-practices_en.md)
 - 🐚 **WebShell management**: Add and manage WebShell connections (e.g. IceSword/AntSword compatible), use a virtual terminal for command execution, a built-in file manager for file operations, and an AI assistant tab that orchestrates tests and keeps per-connection conversation history; supports PHP, ASP, ASPX, JSP and custom shell types with configurable request method and command parameter.
 - 📡 **Built-in C2**: AI-oriented lightweight command-and-control—**listeners** (TCP reverse, HTTP/HTTPS beacon, WebSocket), **encrypted** beacon channel, **session** and **task** queues with persistence, **payload** helpers (one-liner / build / download), **SSE** live events, REST under `/api/c2/*`, plus unified MCP tools (`c2_listener`, `c2_session`, **`c2_task`**, `c2_task_manage`, `c2_payload`, `c2_event`, `c2_profile`, `c2_file`); optional **HITL** approval for sensitive operations and OPSEC-style controls (e.g. command deny rules). **Authorized testing only.**
 
@@ -265,7 +265,7 @@ Requirements / tips:
 - **WebShell management** – Add and manage WebShell connections (PHP/ASP/ASPX/JSP or custom). Use the virtual terminal to run commands, the file manager to list, read, edit, upload, and delete files, and the AI assistant tab to drive scripted tests with per-connection conversation history. Connections are stored in SQLite; supports GET/POST and configurable command parameter (e.g. IceSword/AntSword style).
 - **Built-in C2** – Create/start **listeners**, generate **payloads**, track **sessions**, enqueue **tasks**, and subscribe to **events** (SSE) from the Web UI or `/api/c2/*`. Agents and external clients use the C2 MCP tool family (including **`c2_task`**); when HITL is enabled, high-risk tasks can require human approval. Intended **only** for systems you are explicitly authorized to test.
 - **Settings** – Tweak provider keys, MCP enablement, tool toggles, and agent iteration limits.
-- **Human-in-the-loop (HITL)** – Sidebar sets mode and allowlisted tools (comma- or newline-separated); global list lives in `config.yaml` under `hitl.tool_whitelist`. **Apply** updates browser/server and can merge new tools into the file (**no restart**). **New chat** keeps sidebar choices; **HITL** nav shows pending approvals. Removing a tool in the sidebar does not remove it from the global list in `config.yaml`—edit the file if needed.
+- **Human-in-the-loop (HITL)** – Sidebar sets mode and allowlisted tools (comma- or newline-separated); global list lives in `config.yaml` under `hitl.tool_whitelist`. The Audit Agent can use a separate low-cost model through `hitl.audit_model`, useful when human reviewers cannot keep up. **Apply** updates browser/server and can merge new tools into the file (**no restart**). **New chat** keeps sidebar choices; **HITL** nav shows pending approvals. Removing a tool in the sidebar does not remove it from the global list in `config.yaml`—edit the file if needed.
 
 ### Built-in Safeguards
 - Required-field validation prevents accidental blank API credentials.
@@ -634,6 +634,7 @@ enabled: true
 - [Multi-agent mode (Eino)](docs/MULTI_AGENT_EINO.md): **Deep**, **Plan-Execute**, **Supervisor**, `agents/*.md`, `eino_skills` / `eino_middleware`, APIs, and chat/stream behavior.
 - [Graph orchestration guide](docs/workflow-graph_en.md): visual workflow design, node configuration, `previous` / `outputs` variable passing, and role binding.
 - [Robot / Chatbot guide](docs/robot_en.md): Setup, commands, and troubleshooting for WeChat, WeCom, DingTalk, Lark, Telegram, Slack, Discord, and QQ Bot.
+- [HITL best practices](docs/hitl-best-practices_en.md): reviewer modes, allowlists, Audit Agent prompts, and separate small-model configuration.
 
 ## Project Layout