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AI Weekender

Claudia Ng

I write weekly for data scientists and engineers building with AI tools and coding agents.

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Substack
PricingFreemiumPublishesWeekly
Issues74Foundeda year agoLast Issue5 days ago
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Latest Issues

My $0 Hermes Agent Setup

I’ve been wanting to try Hermes for a while. It’s an open-source agent from Nous Research with persistent memory and skills across sessions, and you can enable tools to give it access to files, terminal, web, browser etc.

My one constraint...

5 days ago
9
1

Prompt vs RAG vs Fine-Tuning: Which Fix Do You Need?

The worst feeling on an AI project is realizing you fixed the wrong thing.

Prompting, retrieval, and fine-tuning are all valid solutions to improve LLM results. But they fix different failures, and picking the wrong one can be a costly mis...

12 days ago
4
1

How I Fine-tuned Qwen3-4B on a Single GPU in 5 Steps

0% → 83% correctly classified banking support messages: fine-tune a small LLM to classify customer intent.

For this week’s technical deep dive, I fine-tuned a small LLM (Qwen3-4B-Instruct-2507) on Banking77. This is a public dataset of 13k...

19 days ago
2
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Glossary of Fine-Tuning Methods Explained

Last week I covered when fine-tuning is worth it.

This week is a deep dive into fine-tuning methods and the vocabulary that comes with them, from SFT and LoRA to RLHF and GRPO.

This guide maps each method to what it optimizes and when y...

a month ago
1

Fine-Tuning LLMs: When to Do It and When Not To

If you’ve been following AI engineering, you’ll have seen fine-tuning showing up everywhere, from job postings to Hugging Face repos to conference talks.

Fine-tuning is worth knowing if you’re serious about AI engineering or building an AI...

a month ago
3

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  • Claudia Ng

    I write weekly for data scientists and engineers building with AI tools and coding agents | ML Engineer at Silicon Valley FinTech startups | Harvard alum | PyCon Austria 2026

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