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@@ -81,7 +81,7 @@ d=512, 8H/4KV, BPE=8192
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  ```bash
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  git clone https://github.com/cactus-compute/needle.git
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  cd needle && source ./setup
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- needle ui
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  ```
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  Opens a web UI at http://127.0.0.1:7860 where you can test and finetune on your own tools. Weights are auto-downloaded.
@@ -113,7 +113,7 @@ Finetune on your own tools via the web UI or CLI:
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  ```bash
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  # Web UI (generates data via Gemini, trains, evaluates, bundles result)
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- needle ui
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  # CLI (auto-downloads weights if not local)
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  needle finetune data.jsonl
 
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  ```bash
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  git clone https://github.com/cactus-compute/needle.git
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  cd needle && source ./setup
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+ needle playground
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  ```
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  Opens a web UI at http://127.0.0.1:7860 where you can test and finetune on your own tools. Weights are auto-downloaded.
 
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  ```bash
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  # Web UI (generates data via Gemini, trains, evaluates, bundles result)
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+ needle playground
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  # CLI (auto-downloads weights if not local)
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  needle finetune data.jsonl