An Early Preview of AI Agent Workflows on NVIDIA RTX Spark Laptops
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An Early Preview of AI Agent Workflows on NVIDIA RTX Spark Laptops
See how NVIDIA RTX Spark laptops accelerate advanced local AI and agentic workflows. Featuring up to 128GB of unified memory, these systems enable creators to run large models entirely on-device. Watch as the OpenClaw personal agent automates complex ComfyUI tasks, managing prompts and hyperparameters to seamlessly transform a concept sketch ...
7.9K views2 days ago
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You now convert any LLM into a faster one without retraining from scratch.NVIDIA just did this to their 30B model. Here's the trick:1. Duplicate the model into two copies2. Freeze one copy, it just reads the prompt and remembers context3. Train the other copy to write chunks of text at once instead of one word at a time4. Run them togetherThe frozen copy barely costs anything (it's already trained). The new copy only needed ~8% of the original training data to learn the new trick.Result: 2.4x fa
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You now convert any LLM into a faster one without retraining from scratch.NVIDIA just did this to their 30B model. Here's the trick:1. Duplicate the model into two copies2. Freeze one copy, it just reads the prompt and remembers context3. Train the other copy to write chunks of text at once instead of one word at a time4. Run them togetherThe frozen copy barely costs anything (it's already trained). The new copy only needed ~8% of the original training data to learn the new trick.Result: 2.4x fa
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