Token Efficiency

Compressed communication for limited context windows.

Symbol System

Logic & Flow

Symbol	Meaning
→	leads to, implies
⇒	transforms to
←	rollback
&	and
|	or
»	sequence/then
∴	therefore
∵	because

Status

Symbol	Meaning
✅	complete/pass
❌	failed/error
⚠️	warning
🔄	in progress
⏳	pending

Domains

Symbol	Domain
⚡	performance
🔍	analysis
🛡️	security
🏗️	architecture

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