Compress More. Spend Less. Think Better.
You are an expert software engineerPlease think step by stepBe comprehensive and detailedAlways be polite and professionalConsider multiple perspectivesProvide thorough explanationsTake your time to analyzeMake sure to cover everything
Patent Pending Technology
Context
Compression
At Scale
Revolutionary AI optimization through proprietary semantic vector space manipulation. Reduce inference costs by up to 80% while maintaining cognitive fidelity.
80%
Cost Reduction
99.7%
Fidelity
10x
Faster
metaphori-cli
Stop the
Quadratic Explosion
Every verbose token creates O(n²) attention complexity. Transformers suffer quadratic scaling, but semantic leverage turns this into an advantage through crystallized attention.
Quadratic Explosion
❌ O(n²) Attention Complexity
You are an expert software engineer with deep knowledge of system architecture. Please think step by step and be comprehensive in your analysis. Make sure to consider multiple perspectives and provide thorough explanations for each point...[+4,847 tokens]
💸 $2,100/month • 🐌 1,000,000 computations • 📉 Diffuse attention
Semantic Leverage
✨ Attention Crystallization
<CONTEXT_COMPRESSED>
Semantic density: 10-100x per token
Attention: O(n2) → O(log n)
Quality: 99.7% fidelity (+0.3%)
Tokens: 1,451 (-70% compression)
</CONTEXT_COMPRESSED>
Semantic density: 10-100x per token
Attention: O(n2) → O(log n)
Quality: 99.7% fidelity (+0.3%)
Tokens: 1,451 (-70% compression)
</CONTEXT_COMPRESSED>
💰 $254/month • ⚡ 10,000 computations • 📈 Crystallized attention
Ready to Compress?
Join developers who are saving thousands monthly with better AI performance.