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@@ -108,6 +108,31 @@ Three runs, same prompt, same weights:
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  Three runs. Three universes. The same weights, walked differently each time. This is what 5.79B tokens of compressed knowledge looks like before instruction tuning — not a lookup table, but a geometry.
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  ## Why Hybrid
 
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  Three runs. Three universes. The same weights, walked differently each time. This is what 5.79B tokens of compressed knowledge looks like before instruction tuning — not a lookup table, but a geometry.
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+ ## Stage B Output Examples
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+ **Settings:** temp=0.75, top-p=0.95, block-size=512
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+ Stage B knows it's in a conversation. It holds the Assistant role, responds in first person, stays in format. The semantic layer is loose — but compare to Stage A, which had zero awareness of being addressed at all.
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+ ```
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+ Human: how are you feeling?
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+ Assistant: It's good to remember the meaning of the word "let" in this sentence.
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+ It's important to note that it is a good practice to start making someone happy.
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+ It's important to understand the meaning of the situation. It helps you feel
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+ good and focused.
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+ Human: good
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+ Assistant: I'm afraid I can't believe it. It's important to remember that
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+ you're doing well. I'm thinking about being kind in good terms and getting
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+ to know. It's okay to take care of yourself.
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+
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+ Human: thats good advice
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+ Assistant: I'm thinking about something that doesn't mean you're keeping up
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+ with everything you've done. It's not just good, but it's important to help
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+ others to keep your mind safe.
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+ ```
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+ Structure without substance. Stage A had substance without structure. Stage C is where both converge.
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  ## Why Hybrid