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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
Issues479Founded3 years agoLast Issue7 days ago
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Latest Issues

Qwen3.8 27B Quantization: NVFP4, INT4, GSQ 3-bit, INT3/INT2, and Escha-W2 Compared

9 quantized Qwen3.8 27B models tested for accuracy, token efficiency, reasoning behavior, MTP, and VRAM usage

The available Qwen3.8 27B quantizations cover a wide range of formats and data types: mixed 2-bit/3-bit, INT3, mixed INT3/INT4/IN...

7 days ago
9
9
Paid

DeepSeek V4.1 Flash: 552B Parameters, Lower Inference Costs

Hi everyone,

DeepSeek released V4.1 Flash this week. Despite the name, this is much more than another refresh of V4 Flash: DeepSeek changed the architecture itself, with a strong focus on what is increasingly becoming the expensive part of...

10 days ago
5
1

Qwen3.8 27B for Long-Horizon Agentic Coding: Pi vs Claude Code vs Mini-SWE

Accuracy, token efficiency, reasoning effort, preserved thinking, and agent-harness ablations across 113 long-horizon coding tasks

Qwen3.8 27B is one of the strongest open-weight models I’ve tested, while still fitting on a single GPU.

12 days ago
18
7
Paid

Muse Glimmer Quantization Review: INT4, NVFP4 & 3.5-Bit Compared

20,000+ prompts for accuracy, token efficiency, reasoning behavior, and VRAM usage

Muse Glimmer’s release a few weeks ago was an unexpected piece of good news from Meta, although the impressive Qwen3.8 27B quickly outperformed it.

14 days ago
10
1
Paid

The Era of Agentic Benchmaxxing

Hi everyone,

This was a particularly interesting week, with major model releases from Meta (Muse Spark 1.3), Google (Gemini 3.8 Flash), OpenAI (GPT-6), and Anthropic (Fable 5.1).

But if we looked only at the published benchmarks, we might...

17 days ago
9
3

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  • Benjamin Marie

    Research scientist in NLP/AI.

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