Add comprehensive technical documentation explaining Claude Code internals: - NEW: guide/architecture.md (~800 lines) - Complete architecture deep-dive - Master Loop (while tool_call), Tool Arsenal, Context Management - Sub-Agent Architecture, Permission System, MCP Integration - Edit Tool mechanics, Session persistence, Philosophy comparison - 5 ASCII diagrams, source confidence tiers (Tier 1/2/3) - guide/ultimate-guide.md: Add Section 2.7 "Under the Hood" summary - guide/cheatsheet.md: Add "Under the Hood (Quick Facts)" section - machine-readable/reference.yaml: Add architecture index + deep_dive refs - Update all navigation links across repository Co-Authored-By: Claude Opus 4.5 <noreply@anthropic.com>
784 lines
39 KiB
Markdown
784 lines
39 KiB
Markdown
# How Claude Code Works: Architecture & Internals
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> A technical deep-dive into Claude Code's internal mechanisms, based on official Anthropic documentation and verified community analysis.
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**Author**: Florian BRUNIAUX | Contributions from Claude (Anthropic)
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**Reading time**: ~25 minutes (full) | ~5 minutes (TL;DR only)
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**Last verified**: January 2026 (Claude Code 3.3.x)
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---
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## Source Transparency
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This document combines three tiers of sources:
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| Tier | Description | Confidence | Example |
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|------|-------------|------------|---------|
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| **Tier 1** | Official Anthropic documentation | 100% | anthropic.com/engineering/* |
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| **Tier 2** | Verified reverse-engineering | 70-90% | PromptLayer analysis, code.claude.com behavior |
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| **Tier 3** | Community inference | 40-70% | Observed but not officially confirmed |
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Each claim is marked with its confidence level. **Always prefer official documentation** when available.
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---
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## TL;DR - 5 Bullet Summary
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1. **Simple Loop**: Claude Code runs a `while(tool_call)` loop — no DAGs, no classifiers, no RAG. The model decides everything.
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2. **Eight Core Tools**: Bash (universal adapter), Read, Edit, Write, Grep, Glob, Task (sub-agents), TodoWrite. That's the entire arsenal.
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3. **200K Token Budget**: Context window shared between system prompt, history, tool results, and response buffer. Auto-compacts at ~75-92% capacity.
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4. **Sub-agents = Isolation**: The `Task` tool spawns sub-agents with their own context. They cannot spawn more sub-agents (depth=1). Only their summary returns.
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5. **Philosophy**: "Less scaffolding, more model" — trust Claude's reasoning instead of building complex orchestration systems around it.
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---
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## Table of Contents
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1. [The Master Loop](#1-the-master-loop)
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2. [The Tool Arsenal](#2-the-tool-arsenal)
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3. [Context Management Internals](#3-context-management-internals)
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4. [Sub-Agent Architecture](#4-sub-agent-architecture)
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5. [Permission & Security Model](#5-permission--security-model)
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6. [MCP Integration](#6-mcp-integration)
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7. [The Edit Tool: How It Actually Works](#7-the-edit-tool-how-it-actually-works)
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8. [Session Persistence](#8-session-persistence)
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9. [Philosophy: Less Scaffolding, More Model](#9-philosophy-less-scaffolding-more-model)
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10. [Claude Code vs Alternatives](#10-claude-code-vs-alternatives)
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11. [Sources & References](#11-sources--references)
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12. [Appendix: What We Don't Know](#12-appendix-what-we-dont-know)
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---
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## 1. The Master Loop
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**Confidence**: 100% (Tier 1 - Official)
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**Source**: [Anthropic Engineering Blog](https://www.anthropic.com/engineering/claude-code-best-practices)
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At its core, Claude Code is remarkably simple:
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```
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┌─────────────────────────────────────────────────────────────┐
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│ CLAUDE CODE MASTER LOOP │
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├─────────────────────────────────────────────────────────────┤
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│ │
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│ ┌──────────────┐ │
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│ │ Your Prompt │ │
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│ └──────┬───────┘ │
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│ │ │
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│ ▼ │
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│ ┌──────────────────────────────────────────────────────┐ │
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│ │ │ │
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│ │ CLAUDE REASONS │ │
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│ │ (No classifier, no routing layer) │ │
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│ │ │ │
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│ └────────────────────────┬─────────────────────────────┘ │
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│ │ │
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│ ▼ │
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│ ┌────────────────┐ │
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│ │ Tool Call? │ │
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│ └───────┬────────┘ │
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│ │ │
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│ YES │ NO │
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│ ┌─────────────────┴─────────────────┐ │
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│ │ │ │
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│ ▼ ▼ │
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│ ┌────────────┐ ┌────────────┐ │
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│ │ Execute │ │ Text │ │
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│ │ Tool │ │ Response │ │
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│ │ │ │ (DONE) │ │
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│ └─────┬──────┘ └────────────┘ │
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│ │ │
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│ ▼ │
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│ ┌─────────────┐ │
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│ │ Feed Result │ │
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│ │ to Claude │──────────────────┐ │
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│ └─────────────┘ │ │
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│ │ │
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│ ▼ │
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│ ┌────────────────┐ │
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│ │ LOOP BACK │ │
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│ │ (Next turn) │ │
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│ └────────────────┘ │
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│ │
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└─────────────────────────────────────────────────────────────┘
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```
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### What This Means
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The entire architecture is a simple `while` loop:
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```
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while (claude_response.has_tool_call):
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result = execute_tool(tool_call)
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claude_response = send_to_claude(result)
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return claude_response.text
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```
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**There is no:**
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- Intent classifier
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- Task router
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- RAG/embedding pipeline
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- DAG orchestrator
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- Planner/executor split
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The model itself decides when to call tools, which tools to call, and when it's done. This is the "agentic loop" pattern described in Anthropic's engineering blog.
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### Why This Design?
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1. **Simplicity**: Fewer components = fewer failure modes
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2. **Model-driven**: Claude's reasoning is better than hand-coded heuristics
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3. **Flexibility**: No rigid pipeline constraining what Claude can do
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4. **Debuggability**: Easy to understand what happened and why
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---
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## 2. The Tool Arsenal
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**Confidence**: 100% (Tier 1 - Official)
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**Source**: [code.claude.com/docs](https://code.claude.com/docs/en/setup)
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Claude Code has exactly 8 core tools:
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| Tool | Purpose | Key Behavior | Token Cost |
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|------|---------|--------------|------------|
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| `Bash` | Execute shell commands | Universal adapter, most powerful | Low (command) + Variable (output) |
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| `Read` | Read file contents | Max 2000 lines, handles truncation | High for large files |
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| `Edit` | Modify existing files | Diff-based, requires exact match | Medium |
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| `Write` | Create/overwrite files | Must read first if file exists | Medium |
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| `Grep` | Search file contents | Ripgrep-based, replaces RAG | Low |
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| `Glob` | Find files by pattern | Path matching, sorted by mtime | Low |
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| `Task` | Spawn sub-agents | Isolated context, depth=1 limit | High (new context) |
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| `TodoWrite` | Track progress | Structured task management | Low |
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### The Bash Universal Adapter
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**Key insight**: Bash is Claude's swiss-army knife. It can:
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- Run any CLI tool (git, npm, docker, curl...)
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- Execute scripts
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- Chain commands with pipes
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- Access system state
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The model has been trained on massive amounts of shell data, making it highly effective at using Bash as a universal adapter when specialized tools aren't enough.
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### Tool Selection Logic
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Claude decides which tool to use based on the task. There's no hardcoded routing:
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```
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┌─────────────────────────────────────────────────────┐
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│ TOOL SELECTION (Model-Driven) │
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├─────────────────────────────────────────────────────┤
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│ │
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│ "Read auth.ts" → Read tool │
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│ "Find all test files" → Glob tool │
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│ "Search for TODO" → Grep tool │
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│ "Run npm test" → Bash tool │
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│ "Explore the codebase" → Task tool (sub-agent) │
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│ "Track my progress" → TodoWrite tool │
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│ │
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│ The model learns these patterns during training, │
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│ not from explicit rules. │
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│ │
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└─────────────────────────────────────────────────────┘
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```
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---
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## 3. Context Management Internals
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**Confidence**: 80% (Tier 2 - Partially Official)
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**Sources**:
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- [platform.claude.com/docs](https://platform.claude.com/docs/en/build-with-claude/context-windows) (Tier 1)
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- Observed behavior (Tier 2)
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Claude Code operates within a fixed context window (200K tokens for Claude 3.5 Sonnet, varies by model).
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### Context Budget Breakdown
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```
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┌─────────────────────────────────────────────────────────────┐
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│ CONTEXT BUDGET (~200K tokens) │
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├─────────────────────────────────────────────────────────────┤
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│ │
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│ ┌──────────────────────────────────────────────────────┐ │
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│ │ System Prompt (~5-15K) │ │
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│ │ • Tool definitions │ │
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│ │ • Safety instructions │ │
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│ │ • Behavioral guidelines │ │
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│ ├──────────────────────────────────────────────────────┤ │
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│ │ CLAUDE.md Files (~1-10K) │ │
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│ │ • Global ~/.claude/CLAUDE.md │ │
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│ │ • Project /CLAUDE.md │ │
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│ │ • Local /.claude/CLAUDE.md │ │
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│ ├──────────────────────────────────────────────────────┤ │
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│ │ Conversation History (variable) │ │
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│ │ • Your prompts │ │
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│ │ • Claude's responses │ │
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│ │ • Tool call records │ │
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│ ├──────────────────────────────────────────────────────┤ │
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│ │ Tool Results (variable) │ │
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│ │ • File contents from Read │ │
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│ │ • Command outputs from Bash │ │
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│ │ • Search results from Grep │ │
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│ ├──────────────────────────────────────────────────────┤ │
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│ │ Reserved for Response (~40-45K) │ │
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│ │ • Claude's thinking │ │
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│ │ • Generated code/text │ │
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│ └──────────────────────────────────────────────────────┘ │
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│ │
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│ USABLE = Total - System - Reserved ≈ 140-150K tokens │
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│ │
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└─────────────────────────────────────────────────────────────┘
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```
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### Auto-Compaction
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**Confidence**: 50% (Tier 3 - Conflicting reports)
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When context usage exceeds a threshold, Claude Code automatically summarizes older conversation turns:
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| Source | Reported Threshold |
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|--------|-------------------|
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| PromptLayer analysis | 92% |
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| Community observations | 75-80% |
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| User-triggered `/compact` | Anytime |
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**What happens during compaction:**
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1. Older conversation turns are summarized
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2. Tool results are condensed
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3. Recent context is preserved in full
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4. The model receives a "context was compacted" signal
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**User control**: Use `/compact` to manually trigger summarization before hitting limits.
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### Context Preservation Strategies
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| Strategy | When to Use | How |
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|----------|-------------|-----|
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| Sub-agents | Exploratory tasks | `Task` tool for isolated search |
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| Manual compact | Proactive cleanup | `/compact` command |
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| Clear session | Fresh start needed | `/clear` command |
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| Specific reads | Know what you need | Read exact files, not directories |
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| CLAUDE.md | Persistent context | Store conventions in memory files |
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---
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## 4. Sub-Agent Architecture
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**Confidence**: 100% (Tier 1 - Documented behavior)
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**Source**: [code.claude.com/docs](https://code.claude.com/docs/en/setup) + System prompt (visible in tool definitions)
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The `Task` tool spawns sub-agents for parallel or isolated work.
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### Isolation Model
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```
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┌─────────────────────────────────────────────────────────────┐
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│ MAIN AGENT │
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│ │
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│ ┌───────────────────────────────────────────────────────┐ │
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│ │ Context: Full conversation + all file reads │ │
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│ │ │ │
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│ │ Task("Explore authentication patterns") │ │
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│ │ │ │ │
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│ │ ▼ │ │
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│ │ ┌─────────────────────────────────────────────────┐ │ │
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│ │ │ SUB-AGENT (Spawned) │ │ │
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│ │ │ │ │ │
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│ │ │ • Own fresh context window │ │ │
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│ │ │ • Receives: task description only │ │ │
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│ │ │ • Has access to: same tools (except Task) │ │ │
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│ │ │ • CANNOT spawn sub-sub-agents (depth = 1) │ │ │
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│ │ │ • Returns: summary text only │ │ │
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│ │ │ │ │ │
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│ │ └─────────────────────────────────────────────────┘ │ │
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│ │ │ │ │
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│ │ ▼ │ │
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│ │ Result: "Found 3 auth patterns: JWT in..." │ │
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│ │ (Only this text enters main context) │ │
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│ │ │ │
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│ └───────────────────────────────────────────────────────┘ │
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│ │
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└─────────────────────────────────────────────────────────────┘
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```
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### Why Depth = 1?
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Limiting sub-agents to one level prevents:
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1. **Recursive explosion**: Agent-ception would consume infinite resources
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2. **Context pollution**: Each level would accumulate context
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3. **Debugging nightmares**: Tracking multi-level agent chains is hard
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4. **Unpredictable costs**: Nested agents = unpredictable token usage
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### Sub-Agent Types
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Claude Code offers specialized sub-agent types via the `subagent_type` parameter:
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| Type | Purpose | Tools Available |
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|------|---------|-----------------|
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| `Explore` | Codebase exploration | All read-only tools |
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| `Plan` | Architecture planning | All except Edit/Write |
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| `Bash` | Command execution | Bash only |
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| `general-purpose` | Complex multi-step | All tools |
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### When to Use Sub-Agents
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| Use Case | Why Sub-Agent Helps |
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|----------|---------------------|
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| Searching large codebases | Keeps main context clean |
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| Parallel exploration | Multiple searches simultaneously |
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| Risky exploration | Errors don't pollute main context |
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| Specialized analysis | Different "mindset" for different tasks |
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---
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## 5. Permission & Security Model
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**Confidence**: 100% (Tier 1 - Official)
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**Sources**:
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- [code.claude.com/docs/en/hooks](https://code.claude.com/docs/en/hooks)
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- [code.claude.com/docs/en/sandboxing](https://code.claude.com/docs/en/sandboxing)
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Claude Code has a layered security model:
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```
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┌─────────────────────────────────────────────────────────────┐
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│ PERMISSION LAYERS │
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├─────────────────────────────────────────────────────────────┤
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│ │
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│ Layer 1: INTERACTIVE PROMPTS │
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│ ┌────────────────────────────────────────────────────────┐ │
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│ │ Claude wants to run: rm -rf node_modules │ │
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│ │ [Allow once] [Allow always] [Deny] [Edit command] │ │
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│ └────────────────────────────────────────────────────────┘ │
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│ │ │
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│ ▼ │
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│ Layer 2: ALLOW/DENY RULES (settings.json) │
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│ ┌────────────────────────────────────────────────────────┐ │
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│ │ { │ │
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│ │ "permissions": { │ │
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│ │ "allow": ["Bash(npm:*)", "Read(**)"], │ │
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│ │ "deny": ["Bash(rm -rf *)"] │ │
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│ │ } │ │
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│ │ } │ │
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│ └────────────────────────────────────────────────────────┘ │
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│ │ │
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│ ▼ │
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│ Layer 3: HOOKS (Pre/Post execution) │
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│ ┌────────────────────────────────────────────────────────┐ │
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│ │ PreToolUse: Validate before execution │ │
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│ │ PostToolUse: Audit after execution │ │
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│ │ PermissionRequest: Override permission prompts │ │
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│ └────────────────────────────────────────────────────────┘ │
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│ │ │
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│ ▼ │
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│ Layer 4: SANDBOX MODE (Optional isolation) │
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│ ┌────────────────────────────────────────────────────────┐ │
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│ │ Filesystem isolation + Network restrictions │ │
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│ └────────────────────────────────────────────────────────┘ │
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│ │
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└─────────────────────────────────────────────────────────────┘
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```
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### Dangerous Pattern Detection
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**Confidence**: 80% (Tier 2 - Observed but not exhaustive)
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Claude Code appears to flag certain patterns for extra scrutiny:
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| Pattern | Risk | Behavior |
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|---------|------|----------|
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| `rm -rf` | Destructive deletion | Always prompts |
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| `sudo` | Privilege escalation | Always prompts |
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| `curl \| sh` | Remote code execution | Always prompts |
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| `chmod 777` | Insecure permissions | Always prompts |
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| `git push --force` | History destruction | Always prompts |
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| `DROP TABLE` | Data destruction | Always prompts |
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This is not a complete blocklist — patterns are likely detected through model training rather than explicit rules.
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### Hooks System
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Hooks allow programmatic control over Claude's actions:
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```json
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{
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"hooks": {
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"PreToolUse": [
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{
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"matcher": "Bash",
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"hooks": [{
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"type": "command",
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"command": "/path/to/validate-command.sh"
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}]
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}
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],
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"PostToolUse": [
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{
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"matcher": "*",
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"hooks": [{
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"type": "command",
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"command": "/path/to/audit-log.sh"
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}]
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}
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]
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}
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}
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```
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**Hook capabilities:**
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| Capability | Supported | How |
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|------------|-----------|-----|
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| Block execution | Yes | Exit code != 0 |
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| Modify parameters | Yes | Return modified JSON |
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| Log actions | Yes | Write to file in hook |
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| Async processing | No | Hooks are synchronous |
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**Hook JSON payload** (passed via stdin):
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```json
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{
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"event": "PreToolUse",
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"tool": "Bash",
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"params": {
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"command": "npm install lodash"
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},
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"sessionId": "abc123",
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"cwd": "/path/to/project"
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}
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```
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→ **Cross-reference**: See [Section 7 - Hooks](./ultimate-guide.md#7-hooks) in the main guide for complete examples.
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---
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## 6. MCP Integration
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**Confidence**: 100% (Tier 1 - Official)
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**Source**: [code.claude.com/docs/en/mcp](https://code.claude.com/docs/en/mcp)
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MCP (Model Context Protocol) servers extend Claude Code with additional tools.
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### How MCP Works
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```
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┌─────────────────────────────────────────────────────────────┐
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│ MCP INTEGRATION │
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├─────────────────────────────────────────────────────────────┤
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│ │
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│ ┌─────────────────────────────────────────────────────┐ │
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│ │ CLAUDE CODE │ │
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│ │ │ │
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│ │ Native Tools MCP Tools │ │
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│ │ ┌─────────┐ ┌─────────────────────────┐ │ │
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│ │ │ Bash │ │ mcp__serena__* │ │ │
|
|
│ │ │ Read │ │ mcp__context7__* │ │ │
|
|
│ │ │ Edit │ │ mcp__playwright__* │ │ │
|
|
│ │ │ ... │ │ mcp__custom__* │ │ │
|
|
│ │ └─────────┘ └───────────┬─────────────┘ │ │
|
|
│ │ │ │ │
|
|
│ └──────────────────────────────────┼──────────────────┘ │
|
|
│ │ │
|
|
│ JSON-RPC 2.0 │
|
|
│ │ │
|
|
│ ▼ │
|
|
│ ┌─────────────────────────────────────────────────────┐ │
|
|
│ │ MCP SERVER │ │
|
|
│ │ │ │
|
|
│ │ stdio/HTTP transport │ │
|
|
│ │ Tool definitions (JSON Schema) │ │
|
|
│ │ Tool implementations │ │
|
|
│ │ │ │
|
|
│ └─────────────────────────────────────────────────────┘ │
|
|
│ │
|
|
└─────────────────────────────────────────────────────────────┘
|
|
```
|
|
|
|
### Key MCP Facts
|
|
|
|
| Aspect | Behavior |
|
|
|--------|----------|
|
|
| Protocol | JSON-RPC 2.0 over stdio or HTTP |
|
|
| Tool naming | `mcp__<server>__<tool>` convention |
|
|
| Context sharing | Only via tool parameters and return values |
|
|
| Lifecycle | Server starts on first use, stays alive during session |
|
|
| Permissions | Same system as native tools |
|
|
|
|
### What MCP Cannot Do
|
|
|
|
| Limitation | Explanation |
|
|
|------------|-------------|
|
|
| Access conversation history | Only sees tool params, not full context |
|
|
| Maintain state across calls | Each call is independent (unless server implements caching) |
|
|
| Modify Claude's system prompt | Tools only, no prompt injection |
|
|
| Bypass permissions | Same security layer as native tools |
|
|
|
|
→ **Cross-reference**: See [Section 8.6 - MCP Security](./ultimate-guide.md#86-mcp-security) for security considerations.
|
|
|
|
---
|
|
|
|
## 7. The Edit Tool: How It Actually Works
|
|
|
|
**Confidence**: 90% (Tier 2 - Verified through behavior)
|
|
**Sources**:
|
|
- Observed behavior
|
|
- [github.com/cline/cline/issues/2909](https://github.com/cline/cline/issues/2909) (similar implementation)
|
|
|
|
The Edit tool is more sophisticated than it appears.
|
|
|
|
### Edit Algorithm
|
|
|
|
```
|
|
┌─────────────────────────────────────────────────────────────┐
|
|
│ EDIT TOOL FLOW │
|
|
├─────────────────────────────────────────────────────────────┤
|
|
│ │
|
|
│ Input: old_string, new_string, file_path │
|
|
│ │
|
|
│ ┌──────────────────────────────────────┐ │
|
|
│ │ Step 1: EXACT MATCH │ │
|
|
│ │ Search for literal old_string │ │
|
|
│ └────────────────┬─────────────────────┘ │
|
|
│ │ │
|
|
│ Found? ────┴──── Not found? │
|
|
│ │ │ │
|
|
│ ▼ ▼ │
|
|
│ ┌──────────┐ ┌──────────────────┐ │
|
|
│ │ REPLACE │ │ Step 2: FUZZY │ │
|
|
│ │ (done) │ │ MATCH │ │
|
|
│ └──────────┘ └────────┬─────────┘ │
|
|
│ │ │
|
|
│ Found? ────┴──── Not found? │
|
|
│ │ │ │
|
|
│ ▼ ▼ │
|
|
│ ┌──────────┐ ┌──────────────┐ │
|
|
│ │ REPLACE │ │ ERROR │ │
|
|
│ │ + WARN │ │ (mismatch) │ │
|
|
│ └──────────┘ └──────────────┘ │
|
|
│ │
|
|
└─────────────────────────────────────────────────────────────┘
|
|
```
|
|
|
|
### Fuzzy Matching Details
|
|
|
|
When exact match fails, the Edit tool attempts:
|
|
|
|
1. **Whitespace normalization**: Ignore trailing spaces, normalize indentation
|
|
2. **Line ending normalization**: Handle CRLF vs LF differences
|
|
3. **Context expansion**: Use surrounding lines to locate the right spot
|
|
|
|
If fuzzy matching also fails, the tool returns an error asking Claude to verify the old_string.
|
|
|
|
### Edit Validation
|
|
|
|
Before applying changes, the Edit tool:
|
|
|
|
| Check | Purpose |
|
|
|-------|---------|
|
|
| File exists | Prevent creating files via Edit |
|
|
| old_string found | Ensure we're editing the right place |
|
|
| Single match | old_string must be unique (or use `replace_all`) |
|
|
| New content differs | Prevent no-op edits |
|
|
|
|
### When Edit Fails
|
|
|
|
| Error | Cause | Claude's Response |
|
|
|-------|-------|-------------------|
|
|
| "old_string not found" | Content changed since last read | Re-reads file, tries again |
|
|
| "Multiple matches" | old_string isn't unique | Uses more context lines |
|
|
| "File not found" | Wrong path | Searches for correct path |
|
|
|
|
---
|
|
|
|
## 8. Session Persistence
|
|
|
|
**Confidence**: 100% (Tier 1 - Official)
|
|
**Source**: [code.claude.com/docs](https://code.claude.com/docs/en/setup)
|
|
|
|
Sessions can be resumed across terminal sessions.
|
|
|
|
### Resume Mechanisms
|
|
|
|
| Command | Behavior |
|
|
|---------|----------|
|
|
| `claude --continue` / `claude -c` | Resume most recent session |
|
|
| `claude --resume <id>` / `claude -r <id>` | Resume specific session by ID |
|
|
|
|
### What Gets Persisted
|
|
|
|
| Persisted | Not Persisted |
|
|
|-----------|---------------|
|
|
| Conversation history | Live tool state |
|
|
| Tool call results | Pending operations |
|
|
| Session ID | File locks |
|
|
| Working directory context | Environment variables |
|
|
|
|
### Storage Format
|
|
|
|
**Confidence**: 50% (Tier 3 - Inferred)
|
|
|
|
Sessions appear to be stored as JSON/JSONL files in `~/.claude/` but:
|
|
|
|
- Format is not publicly documented
|
|
- Not intended as a stable API
|
|
- May change between versions
|
|
|
|
**Do not rely on session file format** for external tooling.
|
|
|
|
---
|
|
|
|
## 9. Philosophy: Less Scaffolding, More Model
|
|
|
|
**Confidence**: 100% (Tier 1 - Official)
|
|
**Source**: Daniela Amodei (Anthropic CEO) - Public statements
|
|
|
|
The core philosophy behind Claude Code:
|
|
|
|
> "Do more with less. Smart architecture choices, better training efficiency, and focused problem-solving can compete with raw scale."
|
|
|
|
### What This Means in Practice
|
|
|
|
| Traditional Approach | Claude Code Approach |
|
|
|---------------------|---------------------|
|
|
| Intent classifier → Router → Specialist | Single model decides everything |
|
|
| RAG with embeddings | Grep + Glob (regex search) |
|
|
| DAG task orchestration | Simple while loop |
|
|
| Tool-specific planners | Model-driven tool selection |
|
|
| Complex state machines | Conversation as state |
|
|
| Prompt engineering frameworks | Trust the model |
|
|
|
|
### Why It Works
|
|
|
|
1. **Model capability**: Claude 3.5+ is capable enough to handle routing decisions
|
|
2. **Reduced latency**: Fewer components = faster response
|
|
3. **Simpler debugging**: When something fails, there's one place to look
|
|
4. **Better generalization**: No hand-coded rules to break on edge cases
|
|
|
|
### The Trade-offs
|
|
|
|
| Advantage | Disadvantage |
|
|
|-----------|--------------|
|
|
| Simplicity | Less fine-grained control |
|
|
| Flexibility | Harder to enforce strict behaviors |
|
|
| Fewer bugs | Model errors affect everything |
|
|
| Fast iteration | Requires good model quality |
|
|
|
|
---
|
|
|
|
## 10. Claude Code vs Alternatives
|
|
|
|
**Confidence**: 70% (Tier 3 - Based on public information)
|
|
**Sources**: Various 2024-2025 comparisons, official documentation
|
|
|
|
| Dimension | Claude Code | GitHub Copilot Workspace | Cursor | Amazon Q Developer |
|
|
|-----------|-------------|-------------------------|--------|-------------------|
|
|
| **Architecture** | while(tool) loop | Cloud-based planning | Event-driven + cloud | AWS-integrated agents |
|
|
| **Execution** | Local terminal | Cloud sandbox | Local + cloud | Cloud/local hybrid |
|
|
| **Model** | Claude (single) | GPT-4 variants | Multiple (adaptive) | Amazon Titan + others |
|
|
| **Context** | ~200K tokens | Limited | Limited | Varies |
|
|
| **Transparency** | High (visible reasoning) | Medium | Medium | Low |
|
|
| **Customization** | CLAUDE.md + hooks | Limited | Plugins | AWS integration |
|
|
| **MCP Support** | Native | No | Some servers | No |
|
|
| **Pricing** | Pro/Max tiers | GitHub subscription | Per-seat | AWS-integrated |
|
|
|
|
### When to Choose Claude Code
|
|
|
|
| Scenario | Claude Code | Alternative |
|
|
|----------|-------------|-------------|
|
|
| Deep codebase exploration | Excellent | Good |
|
|
| Terminal-native workflow | Excellent | Limited |
|
|
| Custom automation (hooks) | Excellent | Limited |
|
|
| Team standardization | Good (CLAUDE.md) | Varies |
|
|
| IDE integration | Limited (VS Code ext) | Cursor/Copilot better |
|
|
| Enterprise compliance | Via Anthropic enterprise | Varies |
|
|
|
|
---
|
|
|
|
## 11. Sources & References
|
|
|
|
### Tier 1 - Official Anthropic
|
|
|
|
| Source | URL | Topics |
|
|
|--------|-----|--------|
|
|
| Engineering Blog | anthropic.com/engineering/claude-code-best-practices | Master loop, philosophy |
|
|
| Setup Docs | code.claude.com/docs/en/setup | Tools, commands |
|
|
| Context Windows | platform.claude.com/docs/en/build-with-claude/context-windows | Token limits |
|
|
| Hooks Reference | code.claude.com/docs/en/hooks | Hook system |
|
|
| Hooks Guide | code.claude.com/docs/en/hooks-guide | Hook examples |
|
|
| MCP Docs | code.claude.com/docs/en/mcp | MCP integration |
|
|
| Sandboxing | code.claude.com/docs/en/sandboxing | Security model |
|
|
|
|
### Tier 2 - Verified Analysis
|
|
|
|
| Source | URL | Topics |
|
|
|--------|-----|--------|
|
|
| PromptLayer Analysis | blog.promptlayer.com/claude-code-behind-the-scenes-of-the-master-agent-loop/ | Internal architecture |
|
|
| Steve Kinney Course | stevekinney.com/courses/ai-development/claude-code-* | Permissions, sessions |
|
|
|
|
### Tier 3 - Community Resources
|
|
|
|
| Source | Topics |
|
|
|--------|--------|
|
|
| GitHub Issues (anthropics/claude-code) | Edge cases, bugs, feature discussions |
|
|
| Reddit r/ClaudeAI | User experiences, workarounds |
|
|
| YouTube tutorials | Visual walkthroughs |
|
|
|
|
---
|
|
|
|
## 12. Appendix: What We Don't Know
|
|
|
|
Transparency about gaps in our understanding:
|
|
|
|
### Unknown or Unconfirmed
|
|
|
|
| Topic | What We Don't Know | Confidence in Current Understanding |
|
|
|-------|-------------------|-------------------------------------|
|
|
| **Exact compaction threshold** | Is it 75%? 85%? 92%? Varies by model? | 40% |
|
|
| **System prompt contents** | Full text not public, varies by model version | 30% |
|
|
| **Token counting method** | Exact tokenizer, overhead for tool schemas | 50% |
|
|
| **Model fallback** | Does Claude Code fallback if a model fails? | 20% |
|
|
| **Internal caching** | Is there result caching between sessions? | 20% |
|
|
| **Rate limiting logic** | How rate limits are applied per-tool | 40% |
|
|
|
|
### Explicitly Undocumented
|
|
|
|
These are intentionally not documented by Anthropic:
|
|
|
|
- Session file format (internal implementation detail)
|
|
- System prompt variations between models
|
|
- Internal component names/architecture
|
|
- Token usage breakdown per component
|
|
- Exact permission evaluation order
|
|
|
|
### How to Stay Updated
|
|
|
|
1. **Official changelog**: Watch anthropic.com/changelog
|
|
2. **GitHub releases**: github.com/anthropics/claude-code/releases
|
|
3. **Community Discord**: Various Claude-focused servers
|
|
4. **This guide**: Updated periodically based on verified information
|
|
|
|
---
|
|
|
|
## Contributing
|
|
|
|
Found an error? Have verified new information? Contributions welcome:
|
|
|
|
1. **For official facts**: Cite the Anthropic source
|
|
2. **For observations**: Describe how you verified the behavior
|
|
3. **For corrections**: Explain what's wrong and why
|
|
|
|
---
|
|
|
|
**Last updated**: January 2026
|
|
**Claude Code version**: 3.3.x
|
|
**Document version**: 1.0.0
|