AI Classroom
Knowledge pages with an AI-built learning map, hands-on steps, and suggested sources — organized by topic.
🔊 Audiobooks
- LSPTool：语言服务接入中文
- TaskGetTool：读取任务中文
- TaskUpdateTool：更新任务中文
- TaskOutputTool：读取任务输出中文
- TaskListTool：列出任务中文
- TaskStopTool：停止任务中文
- Claude Code 快速上手中文
- SendMessageTool：Agent 通信中文
- ListMcpResourcesTool：列出 MCP 资源中文
- ReadMcpResourceTool：读取 MCP 资源中文
- Developer toolchain Overview中文
- 如何写好 CLAUDE.md中文
- July 29 2026 Note中文
- Loop engineering: Getting started with loops中文
Local LLM Server14
- Aug15 LLM CHEATSHEET-Role-Dimension-Graph8/15/2026, 10:56:19 PM
- Mac Studio 24/7 AI Workhorse Manual Revised8/2/2026, 10:46:52 PM
- QRF Local AI Engineering Journal August 02 20268/2/2026, 7:46:50 PM
- Local AI Engineering Journal August 01 20268/1/2026, 2:31:22 AM
- 08 - Extending the Harness Agent7/30/2026, 9:29:45 PM
- 07 - How to Change or Add LLM Models7/30/2026, 9:24:56 PM
- 06 - Improvement Roadmap7/30/2026, 9:22:05 PM
- 05 - Gap Analysis7/30/2026, 9:17:50 PM
- 04 - Operations Cheat Sheet7/30/2026, 9:14:46 PM
- 03 - The Agent Harness, Deep Dive7/30/2026, 8:36:10 PM
- 02 - The Build Process, Step by Step7/30/2026, 8:31:16 PM
- 01 - System Architecture7/30/2026, 8:26:18 PM
- 00 - Local Server "llmpowerhouse" Timeline7/30/2026, 8:23:29 PM
- Local Server Latency Investigation7/30/2026, 8:00:45 PM
AI Blog15
- 从简单 RAG 到本体论8/10/2026, 6:40:13 PM
- 机器学习：中英双语指南8/3/2026, 8:18:57 PM
- A 2.8-Trillion-Parameter Model Running on an 8GB RAM Computer: The "Democratization Moment" for AI Has Truly Arrived8/3/2026, 7:37:12 PM
- Graph 来了：五层 Agent 工程一次讲清8/3/2026, 7:01:33 PM
- 从跟模型聊天，到给Agent画组织架构图8/3/2026, 6:46:11 PM
- July 29 2026 Note7/29/2026, 11:07:23 PM
- Claude How To: The "From Beginner to Expert" Guide on the Claude Code Tutorial That Topped GitHub’s Charts7/29/2026, 6:03:41 PM
- Hermes Agent + Obsidian: A Second Brain That Truly Thinks7/19/2026, 8:34:32 PM
- From Prompt to Harness: Understanding the Four Leaps of AI Engineering (10,000-Word Long Read)7/18/2026, 9:45:54 PM
- From Prompt to Harness: Understanding the Four Leaps of AI Engineering in One Article7/15/2026, 8:06:38 PM
- Claude vs. Commercial AI Platforms — Critical Brief7/13/2026, 6:14:16 PM
- Claude vs. Commercial AI Platforms — Critical Brief7/13/2026, 6:10:25 PM
- Ask Sage · Palantir AIP · IBM watsonx · Databricks — Combined & Corrected Reference7/13/2026, 6:00:33 PM
- Enterprise AI Architecture: Beyond the Model7/13/2026, 5:52:54 PM
- Say Goodbye to Remotion/Hyperframes! Let AI Make Videos with Code and Generate Professional-Grade Bilibili Creator Videos in 5 Minutes!7/12/2026, 9:25:44 PM
Core Mechanisms8
- Why is the 'Claude BASH' tool so critical?7/31/2026, 5:58:05 PM
- Claude Code's File Read/Write and Edit Pipeline7/31/2026, 5:45:50 PM
- Context Compression Management7/31/2026, 5:27:47 PM
- Context System Analysis: Git, CLAUDE.md, and System Prompt Injection7/31/2026, 5:19:18 PM
- Command System Breakdown: How Slash Commands Work7/31/2026, 5:12:51 PM
- Tool System Analysis: Tool Abstraction & tools Registry7/31/2026, 3:18:25 PM
- Prompt Engineering for Claude Code7/31/2026, 3:01:36 PM
- Core Loop Analysis: How QueryEngine Drives a Task to Completion7/31/2026, 2:34:23 PM
In-Depth Study5
- Claude Code's Skills System8/2/2026, 7:57:27 PM
- Product Boundaries and Limitations of Claude Code: A Source Code Perspective8/2/2026, 7:17:05 PM
- Based on the search results from the K12 knowledge base (specifically AP Computer Science course frameworks), **no information about Claude Code's Plan Mode architecture was retrieved**. The returned passages focus exclusively on general programming concepts in academic contexts: - Method signatures, procedural abstraction, and code design principles - AP exam requirements for program documentation/coding practices - General software development phases (analyze/design/implement/document) - Course-specific assessment guidelines None of these materials reference Claude Code's internal architecture or the specific "Plan Mode" component. The knowledge bank appears to contain curriculum-standard computer science content rather than proprietary system diagrams or implementation details about Claude Code. For technical specifications about Claude Code's Plan Mode, you may need to consult: 1. Official Claude technical documentation (if available) 2. Internal development resources not present in this K12 knowledge base 3. The "DOD-FM" collection if relevant to federal systems usage Would you like me to search the DOD-FM collection instead?8/2/2026, 7:09:22 PM
- Permissions & Security Mechanisms Breakdown: Why Claude Code Won't Just Execute Blindly8/2/2026, 7:01:25 PM
- State Management Breakdown: What Exactly Is Saved in AppStateStore?8/2/2026, 6:40:18 PM
Tools25
- LSPTool: Language Service Access8/2/2026, 6:35:06 PM
- ReadMcpResourceTool: Read MCP Resources8/2/2026, 6:24:06 PM
- ListMcpResourcesTool: List MCP resources8/2/2026, 4:54:01 PM
- SendMessageTool: Agent Communication8/2/2026, 4:37:57 PM
- TaskOutputTool: Reads task output8/2/2026, 4:24:29 PM
- TaskStopTool: Stop task8/2/2026, 4:09:52 PM
- TaskListTool: List Tasks8/2/2026, 4:06:40 PM
- TaskUpdateTool: Update Task8/2/2026, 3:46:42 PM
- TaskGetTool: Read Task8/2/2026, 3:37:13 PM
- Task Create Tool: Create a task8/2/2026, 3:32:11 PM
- ExitPlanModeTool: Exit Plan Mode8/2/2026, 3:26:18 PM
- EnterPlanModeTool: Enter Plan Mode8/2/2026, 3:19:09 PM
- SkillTool: Execute Skills8/2/2026, 3:02:50 PM
- AskUserQuestionTool: Ask the user a question8/2/2026, 2:54:38 PM
- **TodoWriteTool: To-Do List**8/2/2026, 2:50:28 PM
- WebSearchTool: Web search8/2/2026, 2:40:09 PM
- WebFetchTool: Fetch webpages8/2/2026, 2:27:15 PM
- NotebookEditTool: Edit Notebook8/2/2026, 2:14:16 PM
- GrepTool: Search content8/2/2026, 2:08:07 PM
- GlobTool: Find Files8/2/2026, 1:20:50 PM
- FileWriteTool: Write File8/2/2026, 12:14:25 PM
- `'FileEditTool' edit file`7/31/2026, 9:26:49 PM
- FileReadTool: Read Files7/31/2026, 9:17:20 PM
- BashTool: Shell Executor7/31/2026, 9:06:23 PM
- AgentTool: Sub-Agent Scheduler7/31/2026, 8:55:39 PM
Agentic AI40
- Study Plan8/5/2026, 5:11:46 PM
- 1.1 Course Overview8/5/2026, 5:11:46 PM
- 1.2 What Is Agentic AI and Why Is It Powerful?8/5/2026, 5:11:47 PM
- 1.3 Degree of Autonomy8/5/2026, 5:11:47 PM
- 1.4 Benefits of Agentic AI8/5/2026, 5:11:47 PM
- 1.5 Agentic AI Applications8/5/2026, 5:11:47 PM
- 1.6 Task Decomposition8/5/2026, 5:11:47 PM
- 1.7 Evaluating Agentic AI8/5/2026, 5:11:47 PM
- 1.8 Agentic Design Patterns8/5/2026, 5:11:47 PM
- 2.1 Reflection to Improve Task Outputs8/5/2026, 5:11:47 PM
- 2.2 Why Not Just Use Direct Generation?8/5/2026, 5:11:47 PM
- 2.3 Chart Generation Workflow8/5/2026, 5:11:47 PM
- 2.4 Chart Generation Lab8/5/2026, 5:11:47 PM
- 2.5 Evaluating the Impact of Reflection8/5/2026, 5:11:47 PM
- 2.6 Using Tools to Strengthen Reflection8/5/2026, 5:11:48 PM
- 2.7 Improving SQL Generation with Reflection8/5/2026, 5:11:48 PM
- 3.1 What Are Tools?8/5/2026, 5:11:48 PM
- 3.2 Creating a Tool8/5/2026, 5:11:48 PM
- 3.3 Tool Syntax and Structured Calls8/5/2026, 5:11:48 PM
- 3.4 Turning Functions into Tools8/5/2026, 5:11:48 PM
- 3.5 Email Assistant Workflow8/5/2026, 5:11:48 PM
- 3.6 Code Execution8/5/2026, 5:11:48 PM
- 3.7 Model Context Protocol (MCP)8/5/2026, 5:11:48 PM
- 4.1 Evaluations8/5/2026, 5:11:48 PM
- 4.2 Error Analysis and Prioritizing Next Steps8/5/2026, 5:11:48 PM
- 4.3 More Error-Analysis Examples8/5/2026, 5:11:48 PM
- 4.4 Component-Level Evaluations8/5/2026, 5:11:48 PM
- 4.5 Adding a Component Eval to a Research Workflow8/5/2026, 5:11:48 PM
- 4.6 How to Address Problems You Identify8/5/2026, 5:11:49 PM
- 4.7 Latency and Cost Optimization8/5/2026, 5:11:49 PM
- 4.8 Development Process Summary8/5/2026, 5:11:49 PM
- 5.1 Planning Workflows8/5/2026, 5:11:49 PM
- 5.2 Creating and Executing LLM Plans8/5/2026, 5:11:49 PM
- 5.3 Planning with Code Execution8/5/2026, 5:11:49 PM
- 5.4 Customer Service Agent8/5/2026, 5:11:49 PM
- 5.5 Multi-Agent Workflows8/5/2026, 5:11:49 PM
- 5.6 Market Research Team8/5/2026, 5:11:49 PM
- 5.7 Communication Patterns for Multi-Agent Systems8/5/2026, 5:11:49 PM
- Glossary8/5/2026, 5:11:49 PM
- Capstone: Build an Evaluated Research Agent8/5/2026, 5:11:49 PM
Agentic AI Lab7
- M2 Agentic AI - Chart Generation8/5/2026, 5:04:18 PM
- M2 - Agentic AI - Improving SQL Generation with Reflection8/5/2026, 5:04:19 PM
- M3 Agentic AI - Turning functions into tools8/5/2026, 5:04:19 PM
- M3 Agentic AI - Email assistant workflow8/5/2026, 5:04:19 PM
- M4 Agentic AI - Adding a component-level eval to the research workflow8/5/2026, 5:04:19 PM
- M5 Agentic AI - Customer Service Agent8/5/2026, 5:04:19 PM
- M5 Agentic AI - Market Research Team8/5/2026, 5:04:19 PM
AIP10
- AIP Logic Getting started7/21/2026, 7:17:41 PM
- AIP Logic Overview7/21/2026, 5:37:51 PM
- AI FDE Modes and capabilities7/21/2026, 5:16:16 PM
- AI FDE Navigation7/21/2026, 5:14:46 PM
- AI FDE Best practices7/21/2026, 5:13:16 PM
- AIP Analyst Overview7/21/2026, 5:11:11 PM
- AI FDE Overview7/20/2026, 11:12:55 PM
- AIP Document Intelligence Overview7/20/2026, 11:10:59 PM
- AIP Overview7/20/2026, 11:06:19 PM
- The AI platform that takes you from prototype to production.7/20/2026, 11:01:55 PM
GitHub6
- Lightweight loop engineering8/12/2026, 3:38:01 PM
- Claude How To: The 34.4k+ Star Claude Code Tutorial, Dominating GitHub's Charts "From Beginner to Master"7/19/2026, 9:25:44 PM
- AI-Engineer Public Github W Youtube Channel7/19/2026, 8:07:03 PM
- Agentic Engineering & Building Open-Source AI Agent Toolkits7/19/2026, 12:11:05 AM
- 2025 LLM Paradigm Shifts: RLVR, Jagged Intelligence, and Vibe Coding7/19/2026, 12:06:52 AM
- Learn Claude Code -- Harness Engineering for Real Agents7/18/2026, 11:18:05 PM