The Kaitchup – AI on a Budget

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The Weekly Kaitchup #100
The Kaitchup, Year 3
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Benjamin Marie
Better Packing for Fine-Tuning LLMs with the First Fit Decreasing (FFD) Strategy
No more over-segmentation, no more cross-contamination
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Benjamin Marie
vLLM vs Ollama: How They Differ and When To Use Them
With Examples of Offline and Online Inference
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Benjamin Marie
The Weekly Kaitchup #99
IFBench - ERNIE 4.5 - Gemma 3n
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Benjamin Marie

June 2025

Gemma 3n: Fine-Tuning, Inference, and Submodel Extraction
Running Gemma 3n with vLLM and fine-tuning with TRL
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Benjamin Marie
The Weekly Kaitchup #98
Survey - Mistral 3.2 - And More News
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Benjamin Marie
Get the Best from GGUF Models: Optimize Your Inference Hyperparameters
The default hyperparameters are suboptimal for quantized models
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Benjamin Marie
2
The Weekly Kaitchup #97
Survey - Axolotl + LLM Compressor
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Benjamin Marie
2
RAG with Qwen3 Embedding and Qwen3 Reranker
How to use embedding and reranker models to efficiently retrieve only the most relevant chunks or documents given a user query
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Benjamin Marie
4
RTX 6000 Pro vs H100 & A100: Best Single-GPU Choice for Fast, Low-Cost LLM Fine-Tuning
Faster, cheaper single-GPU training
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Benjamin Marie
1
The Weekly Kaitchup #96
Magistral - Text-to-LoRA
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Benjamin Marie
1
Fine-Tuning 2-Bit Qwen3 Models on Your Computer
Code and best practices
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Benjamin Marie
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