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[Day 5] My Cat-LoRA Got Worse With 45x More Photos. So I Figured Out Why and Fixed It.
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[Day 5] My Cat-LoRA Got Worse With 45x More Photos. So I Figured Out Why and Fixed It.

DEV Community·PEPPERCORN·22 days ago
#VFWRwYK5

Day 5 of my 100-experiment local LLM challenge. Re-trained the Day 2 cat-LoRA with 45x the data. It got worse. Curated the data down to 213 truly-my-cat photos and re-trained — it came back to v1 quality. Then tested whether richer captions help further.…

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[Day 4] I Had a Local AI Sort Through 25,000 Photos on My iPhone
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[Day 4] I Had a Local AI Sort Through 25,000 Photos on My iPhone

DEV Community·PEPPERCORN·25 days ago
#C09jIMig
#localllm#clip#todays#fullscreen#article#ama

Day 4 of my 100-experiment local LLM challenge. Used CLIP + Qwen2-VL on a DGX Spark to classify and grade 25K iPhone photos. Overall agreement: 84.5%. People detection: 99.2%.

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[Day 3] I Had a Local LLM Analyze a Year of My Credit Card Statements
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[Day 3] I Had a Local LLM Analyze a Year of My Credit Card Statements

DEV Community·PEPPERCORN·27 days ago
#ESrNC8EA
#localllm#ollama#ai#dgxspark#fullscreen#local

Day 3 of my 100-experiment local LLM challenge. Threw 12 months of credit card data at Qwen 2.5 7B vs 72B on a DGX Spark. Takeaway: aggregate first with pandas, then let the LLM interpret.

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[Day 2] I Trained an AI on 22 Photos of My Cat — Now It Draws Her in Any Scene
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[Day 2] I Trained an AI on 22 Photos of My Cat — Now It Draws Her in Any Scene

DEV Community·PEPPERCORN·28 days ago
#b1fMZdI5
#localllm#training#result#ai#lora#fullscreen

Day 2 of my 100-experiment local LLM challenge. LoRA fine-tuning on 22 cat photos with Kohya_ss on a DGX Spark. 13 minutes of training, and "ohwx cat as a chef" now actually gives me my cat as a chef.

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About Sharing Local Inference: A Marketplace for Renting Idle GPUs with an OpenAI-Compatible Backend
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About Sharing Local Inference: A Marketplace for Renting Idle GPUs with an OpenAI-Compatible Backend

DEV Community·Pablo Werlang·28 days ago
#3IDC61KJ
#why#ai#localllm#model#worker#backend

From Dev.to - ai: About Sharing Local Inference: A Marketplace for Renting Idle GPUs with an OpenAI-Compatible Backend

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[Day 1] DGX Spark Came Home — I Made It Draw a Cat
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[Day 1] DGX Spark Came Home — I Made It Draw a Cat

DEV Community·PEPPERCORN·29 days ago
#p93L6VKW
#localllm#ai#dgxspark#comfyui#nvidia#config

Day 1 of my 100-experiment local LLM challenge with NVIDIA DGX Spark. Unboxing, setup, an SSH-permission rabbit hole, and finally — generating cats with ComfyUI.

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