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Added comparison table for Code Mode UTCP benefits
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README.md

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@@ -42,6 +42,19 @@ Independent [Python benchmark study](https://github.com/imran31415/codemode_pyth
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**Cognitive Efficiency** - LLMs excel at code generation vs. tool orchestration
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**Computational Efficiency** - No context re-processing between operations
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## Why Choose Code Mode UTCP?
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| Traditional Tool Calling | **Code Mode UTCP** | **Improvement** |
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|--------------------------|-------------------|----------------|
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| 15+ API round trips | **1 code execution** | **15x fewer requests** |
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| 50,000+ context tokens | **2,000 tokens** | **96% token reduction** |
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| 16 iterations (complex) | **1 iteration** | **88% faster** |
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| Higher token costs | **68% token reduction** | **$9,536/year savings** |
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| Manual error handling | **Automatic capture & logs** | **Zero-config observability** |
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| Tool-by-tool discovery | **Dynamic semantic search** | **Progressive disclosure** |
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| Vendor/protocol lock-in | **Universal compatibility** | **MCP, HTTP, File, CLI** |
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**Real-world results:** Independent benchmarks demonstrate significant cost savings, with **$9,536/year savings** possible at enterprise scale (1,000 scenarios/day).
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# Getting Started
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---
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## Why Choose Code Mode UTCP?
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| Traditional Tool Calling | **Code Mode UTCP** | **Improvement** |
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|--------------------------|-------------------|----------------|
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| 15+ API round trips | **1 code execution** | **15x fewer requests** |
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| 50,000+ context tokens | **2,000 tokens** | **96% token reduction** |
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| 16 iterations (complex) | **1 iteration** | **88% faster** |
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| Higher token costs | **68% token reduction** | **$9,536/year savings** |
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| Manual error handling | **Automatic capture & logs** | **Zero-config observability** |
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| Tool-by-tool discovery | **Dynamic semantic search** | **Progressive disclosure** |
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| Vendor/protocol lock-in | **Universal compatibility** | **MCP, HTTP, File, CLI** |
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### **Benchmark Methodology**
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The [comprehensive Python study](https://github.com/imran31415/codemode_python_benchmark) tested **16 realistic scenarios** across:

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