Token Efficiency

Compressed communication for limited context windows.

Symbol System

Logic & Flow

Status

Domains

Abbreviations

• cfg config
• impl implementation
• deps dependencies
• val validation
• perf performance
• sec security
• err error

Examples

Standard:

"The authentication system has a security vulnerability in the user validation function"

Compressed:

auth.js:45 → 🛡️ sec risk in user val()

Standard:

"Build completed, now running tests, then deploying"

Compressed:

build ✅ » test 🔄 » deploy ⏳

When to Use

• Context >75% full
• Large codebase analysis
• Complex multi-step workflows
• User requests brevity