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The Kaitchup – AI on a Budget

Benjamin Marie
Hundreds of paid subscribers

Weekly tutorials and news on adapting large language models (LLMs) to your tasks and hardware using the most recent techniques and models. The Kaitchup proposes a collection of 180+ AI notebooks regularly updated.

Platform
Substack
PricingFreemiumPublishesTwice weekly
Issues449Founded3 years agoLast Issue14 hours ago
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Latest Issues

Make Your Own Optimized GGUFs with AutoRound

Build optimized GGUF models for llama.cpp and LM Studio using AutoScheme, custom bit-widths, and layer protection.

GGUF is the standard format for running LLMs locally with tools such as llama.cpp and LM Studio. It stores both model weight...

14 hours ago
2
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MoQ GGUFs and GSQ: Low-Bit GGUFs Are About to Get Much Better

Hi everyone,

In this edition of The Weekly Kaitchup, let’s discuss:

  • My first MoQ GGUFs and what’s next

  • The Nemotron 3 Ultra released by NVIDIA

30% Off the Subscription to The Kaitchup:

Get the Coupon and Subscribe...

5 days ago
8

DFlash vs MTP: Qwen3.6 Speculative Decoding Benchmarks with vLLM and llama.cpp

Up to 4x faster inference -- Benchmarking the speed on various task on coding, chat, and math tasks, with optimal hyperparameters

Qwen3.6 inference is faster when MTP layers are enabled to draft tokens. Gemma 4 now supports this option as...

8 days ago
8
Paid

Qwen3.5 9B MoQ: Inside a Strong 3.6-bit GGUF

Hi everyone,

In this edition of The Weekly Kaitchup, let’s discuss:

  • Mixture of Quantization (MoQ) GGUFs

  • LFM2.5 8B A1B: 38T Training Tokens for 1.5B Active Parameters

  • TokenSpeed

30% Off the Subscription to The Kaitc...

12 days ago
11

Reasoning Budgets vs. Structured CoT: Controlling LLM Thinking Tokens

Evaluations of BNF grammars and reasoning budgets with Qwen3.6 27B

LLMs now rely heavily on reasoning traces to improve accuracy. A reasoning trace is the intermediate text generated before the final answer, often delimited by tags such as...

16 days ago
10
6
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  • Benjamin Marie

    Research scientist in NLP/AI.

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