Compression Chain

0 layers
📚 Shared Reference File
v-- vocab: -- phrases: -- learned: -- fp: --
⚠ Ollama not available — LLM layers need a model provider.
Switch each layer to Claude, GPT, or Grok and enter your API key.
Reference layer works without any LLM.
Ctrl+Enter

Results

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Layers
Package
Decode Map
🧠
Ready to compress
Configure your compression pipeline and enter text to begin.
1 Enter text in the left panel
2 Configure layers (Discover + Meta + Meta² recommended)
3 Click Compress or press Ctrl+Enter

Response

Compress text and submit to an LLM to see the response here
Tokens
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Latency
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Mode
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📚 Shared Codebook
vocab: -- phrases: -- learned: -- v-- fp: --
[collapse]
Word / PhraseCodeTypeFreqSavings
Keyboard Shortcuts
Ctrl+EnterCompress
Ctrl+Shift+TTrain codebook
Ctrl+DToggle decode map
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