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docs: add lumynax CLI quickstart block (v0.5)

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@@ -329,6 +329,32 @@ Automation should read these files before launching:
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  <p align="center"><sub>AbteeX AI Labs &middot; Aotearoa New Zealand &middot; LumynaX release card v6</sub></p>
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  ---
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  ## 🇳🇿 Made in Aotearoa New Zealand
 
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  <p align="center"><sub>AbteeX AI Labs &middot; Aotearoa New Zealand &middot; LumynaX release card v6</sub></p>
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+ ---
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+ ## 🚀 Quickest start — the `lumynax` CLI
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+ ```bash
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+ pip install lumynax
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+ lumynax run lumynax-infused-qwen3-14b-gguf
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+ ```
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+
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+ `lumynax run` auto-downloads weights, starts a server if needed, and opens an interactive REPL with slash commands (`/clear`, `/save`, `/system`, `/switch`, `/tools`). For one-shot use:
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+
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+ ```bash
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+ lumynax run lumynax-infused-qwen3-14b-gguf "your prompt here"
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+ lumynax pull lumynax-infused-qwen3-14b-gguf # just download
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+ lumynax info lumynax-infused-qwen3-14b-gguf # full card
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+ lumynax serve lumynax-infused-qwen3-14b-gguf # OpenAI-compatible API on :8080
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+ ```
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+ Or via the legacy hf-download + quickstart.py path:
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+ ```bash
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+ hf download AbteeXAILab/lumynax-infused-qwen3-14b-gguf --local-dir lumynax-infused-qwen3-14b-gguf
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+ cd lumynax-infused-qwen3-14b-gguf && pip install -r requirements.txt && python quickstart.py --interactive
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+ ```
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+
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+
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  ---
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  ## 🇳🇿 Made in Aotearoa New Zealand