Amegilla

@amegillaAI

Building things, breaking them, trying again (and again)

London, United KingdomJoined November 2025

About

Exploring AI in my free time while holding down a job working with startups at one of the Magnificent Seven

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Amegilla's blogs

Sparktasticsparktastic.hashnode.dev12 posts

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Recently published

AAmegillasparktastic.hashnode.devApr 5 · 13 min read

Training a LoRA with Unsloth on DGX Spark

Having done a long detour through manually reviewing and finessing my training data, this weekend I was finally ready to train the LoRAs for my poster generation project. I have two planned: One to g

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AAmegillasparktastic.hashnode.devMar 19 · 5 min read

Qwen3-VL image analysis using vLLM on DGX Spark

I'm at the stage with my poster generation project where I am analysing poster images to create training data. It turns out that vLLM is an excellent inference engine for this use case due to its supp

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AAmegillasparktastic.hashnode.devFeb 18 · 5 min read

Setting up a local coding assistant on DGX Spark (4 months and still trying)

Coding with a local AI was something I was looking forward to when I bought my DGX Spark. I work alongside an Agentic Engineering specialist, so I’m well aware of how this can accelerate coding (and slow it down, depending on what practices you adopt...

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AAmegillasparktastic.hashnode.devFeb 14 · 4 min read

Alright then...adding vLLM to the mix

A few months ago I started using my DGX Spark, and coming in with minimal experience of running local models, I wanted a simple and easy to understand inference engine (as I wrote in this article). Plus I could see the experts on the DGX Spark user g...

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AAmegillasparktastic.hashnode.devFeb 6 · 7 min read

Running multimodal GLM4.6V Flash on DGX Spark

I’m working on a poster generation project with a plan to train a model on typesetting layouts. To do this I am extracting example layouts from poster images using the multimodal model GLM4.6V Flash. It turns out this model is a little temperamental ...

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Amegilla

About

Available for

Amegilla's blogs

Recently published

Training a LoRA with Unsloth on DGX Spark

Qwen3-VL image analysis using vLLM on DGX Spark

Setting up a local coding assistant on DGX Spark (4 months and still trying)

Alright then...adding vLLM to the mix

Running multimodal GLM4.6V Flash on DGX Spark

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Amegilla

About

Available for

Amegilla's blogs

Recently published

Training a LoRA with Unsloth on DGX Spark

Qwen3-VL image analysis using vLLM on DGX Spark

Setting up a local coding assistant on DGX Spark (4 months and still trying)

Alright then...adding vLLM to the mix

Running multimodal GLM4.6V Flash on DGX Spark