content.raw: The capabilities of the new Qwen 3 models are fascinating, and I am watching that space!  
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content.value: The capabilities of the new Qwen 3 models are fascinating, and I am watching that space!  
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content.raw: My experience, however, is that context management is vastly more important with them.  If you use a client with a typical session log with rolling compression, a Qwen 3 model will start to generate the same messages over and over.  I don't think that detracts from them.  They're optimized for a more advanced MCP environment.  I honestly think the 8B is optimal for home use, given proper RAG/CAG.
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content.value: My experience, however, is that context management is vastly more important with them.  If you use a client with a typical session log with rolling compression, a Qwen 3 model will start to generate the same messages over and over.  I don't think that detracts from them.  They're optimized for a more advanced MCP environment.  I honestly think the 8B is optimal for home use, given proper RAG/CAG.
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content.raw: In typical session chats, Lamarck and Chocolatine are still my daily drives.  I worked hard to give Lamarck v0.7 a sprinkling of CoT from both DRT and Deepseek R1.  While those models got surpassed on the leaderboards, in practice, I still really enjoy their output.
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content.value: In typical session chats, Lamarck and Chocolatine are still my daily drives.  I worked hard to give Lamarck v0.7 a sprinkling of CoT from both DRT and Deepseek R1.  While those models got surpassed on the leaderboards, in practice, I still really enjoy their output.
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content.raw: My projects are focusing on application and context management, because that's where the payoff in improved quality is right now.  But should there be a mix of finetunes to make just the right mix of - my recipes are standing by.
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content.value: My projects are focusing on application and context management, because that's where the payoff in improved quality is right now.  But should there be a mix of finetunes to make just the right mix of - my recipes are standing by.
rawContent: The capabilities of the new Qwen 3 models are fascinating, and I am watching that space!  
  
  My experience, however, is that context management is vastly more important with them.  If you use a client with a typical session log with rolling compression, a Qwen 3 model will start to generate the same messages over and over.  I don't think that detracts from them.  They're optimized for a more advanced MCP environment.  I honestly think the 8B is optimal for home use, given proper RAG/CAG.
  
  In typical session chats, Lamarck and Chocolatine are still my daily drives.  I worked hard to give Lamarck v0.7 a sprinkling of CoT from both DRT and Deepseek R1.  While those models got surpassed on the leaderboards, in practice, I still really enjoy their output.
  
  My projects are focusing on application and context management, because that's where the payoff in improved quality is right now.  But should there be a mix of finetunes to make just the right mix of - my recipes are standing by.
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