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Zhongwei Li
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commands/token-efficient.md
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commands/token-efficient.md
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# Token Efficiency Mode
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Reduces AI response context usage by 30-50% through compression efficiency mode.
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## Overview
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Token Efficiency Mode leverages visual symbols and abbreviation systems to compress Claude's responses.
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**Generated code quality and content remain unchanged**. Only the explanation method changes.
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## Usage
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```bash
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# Enable mode
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"Respond in Token Efficiency Mode"
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"--uc mode"
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"Concise mode"
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```
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## How It Works
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### 1. Symbol System
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#### Logic & Flow
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| Symbol | Meaning | Example |
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| ------ | ---------------- | ------------------------------- |
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| → | leads to, causes | `auth.js:45 → 🛡️ security risk` |
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| ⇒ | converts to | `input ⇒ validated_output` |
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| ← | rollback, revert | `migration ← rollback` |
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| ⇄ | bidirectional | `sync ⇄ remote` |
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| & | and, combine | `🛡️ security & ⚡ performance` |
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| \| | or, separator | `react\|vue\|angular` |
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| : | define, specify | `scope: file\|module` |
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| » | then, sequence | `build » test » deploy` |
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| ∴ | therefore | `tests ❌ ∴ code broken` |
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| ∵ | because | `slow ∵ O(n²) algorithm` |
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#### Status & Progress
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| Symbol | Meaning | Usage |
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| ------ | ----------------- | ----------------------- |
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| ✅ | complete, success | Task completed normally |
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| ❌ | failed, error | Immediate action needed |
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| ⚠️ | warning | Review recommended |
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| 🔄 | in progress | Currently active |
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| ⏳ | pending | Scheduled for later |
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| 🚨 | urgent, critical | High priority |
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#### Technical Domains
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| Symbol | Domain | Usage |
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| ------ | ------------- | --------------------- |
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| ⚡ | Performance | Speed, optimization |
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| 🔍 | Analysis | Search, investigation |
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| 🔧 | Configuration | Setup, tools |
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| 🛡️ | Security | Protection, safety |
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| 📦 | Deployment | Package, bundle |
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| 🎨 | Design | UI, frontend |
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| 🏗️ | Architecture | System structure |
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| 🗄️ | Database | Data persistence |
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| ⚙️ | Backend | Server processing |
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| 🧪 | Testing | Quality assurance |
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### 2. Abbreviation System
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#### System & Architecture
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- `cfg` → configuration
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- `impl` → implementation
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- `arch` → architecture
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- `perf` → performance
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- `ops` → operations
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- `env` → environment
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#### Development Process
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- `req` → requirements
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- `deps` → dependencies
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- `val` → validation
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- `auth` → authentication
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- `docs` → documentation
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- `std` → standards
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#### Quality & Analysis
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- `qual` → quality
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- `sec` → security
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- `err` → error
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- `rec` → recovery
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- `sev` → severity
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- `opt` → optimization
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## Example Comparisons
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### Example 1: Error Report
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**Normal Mode (85 chars)**
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```text
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Security vulnerability found in the user validation function at line 45 of the auth system.
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```
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**Token Efficient (39 chars)**
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```text
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auth.js:45 → 🛡️ sec vuln in user val()
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```
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### Example 2: Build Status
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**Normal Mode (112 chars)**
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```text
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Build process completed successfully. Tests are currently running, followed by deployment.
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```
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**Token Efficient (35 chars)**
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```text
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build ✅ » test 🔄 » deploy ⏳
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```
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### Example 3: Performance Analysis
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**Normal Mode (95 chars)**
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```text
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Performance analysis revealed slow processing due to O(n²) algorithm complexity.
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```
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**Token Efficient (42 chars)**
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```text
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⚡ perf: slow ∵ O(n²) → optimize to O(n)
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```
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## Use Cases
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### ✅ Effective Scenarios
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- **Long debugging sessions**: Efficiently maintaining history
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- **Large code reviews**: Concise analysis of many files
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- **CI/CD monitoring**: Real-time status updates
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- **Project progress reports**: Overview of multiple task states
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- **Error tracking**: Visual representation of problem chains
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### ❌ Scenarios to Avoid
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- Explanations for beginners
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- Detailed documentation creation
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- Initial requirements definition
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- Communication with non-technical stakeholders
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## Implementation Examples
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### Debugging Session
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```text
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[14:23] breakpoint → vars: {user: null, token: expired}
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[14:24] step → auth.validate() ❌
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[14:25] check → token.exp < Date.now() ∴ expired
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[14:26] fix → refresh() → ✅
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[14:27] continue → main flow 🔄
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```
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### File Analysis Results
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```text
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/src/auth/: 🛡️ issues × 3
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/src/api/: ⚡ bottleneck in handler()
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/src/db/: ✅ clean
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/src/utils/: ⚠️ deprecated methods
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/tests/: 🧪 coverage 78%
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```
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### Project Status
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```text
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Frontend: 🎨 ✅ 100%
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Backend: ⚙️ 🔄 75%
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Database: 🗄️ ✅ migrated
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Tests: 🧪 ⚠️ 68% (target: 80%)
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Deploy: 📦 ⏳ scheduled
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Security: 🛡️ 🚨 1 critical
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```
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## Configuration Options
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```javascript
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// Compression levels
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--uc; // Ultra Compressed: Maximum compression
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--mc; // Moderate Compressed: Medium compression
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--lc; // Light Compressed: Light compression
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// Domain-specific
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--dev; // Development-focused compression
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--ops; // Operations-focused compression
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--sec; // Security-focused compression
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```
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## Benefits
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1. **Context saving**: 30-50% token reduction
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2. **Visual understanding**: Intuitive grasp through symbols
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3. **Information density**: More information in the same space
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4. **History retention**: Maintain longer conversation history
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5. **Pattern recognition**: Easier problem detection through visual patterns
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## Notes
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- This mode only changes **AI response style**
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- **Code quality** remains unchanged
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- Can switch with "explain in normal mode" as needed
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- Normal mode recommended for beginners and non-technical users
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## Command Examples
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```bash
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# Enable
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"Token Efficient Mode on"
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"Respond concisely"
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"Analyze with --uc"
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# Disable
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"Return to normal mode"
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"Explain in detail"
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"Token Efficient Mode off"
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```
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## Implementation Impact
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| Item | Impact |
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| ----------------------- | ------------------- |
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| Generated code quality | No change ✅ |
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| Implementation accuracy | No change ✅ |
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| Functionality | No change ✅ |
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| AI explanation method | Compressed 🔄 |
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| Context usage | 30-50% reduction ⚡ |
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---
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💡 **Pro Tip**: For long work sessions, start with normal mode to build understanding, then switch to Token Efficient Mode to optimize efficiency and context retention.
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