Runnable notebooks.

Each vertical ships with two notebooks — a builder walking the Spark training journey as fieldkit API calls, and a user demonstrating real domain tasks against the published model. One click opens either in Colab or Kaggle on a free GPU. 05 published.

Notebook IPYNB builder · user

finance-chat-notebooks

Build the finance-chat quant — and call the model — on a Spark or a free cloud GPU

The artifact → card → article loop sells the outcome but offers no runnable on-ramp: a researcher who wants to reproduce the five-variant quant, or a developer who wants to call the model, has to reconstruct the journey from prose. These two notebooks close that gap.

free llama2 targets: finance-chat
Notebook IPYNB builder · user

saul-7b-instruct-v1-notebooks

Build the Saul-7B quant — and call the legal model — on a Spark or a free cloud GPU

The artifact → card → article loop sells the outcome but offers no runnable on-ramp: a researcher who wants to reproduce the five-variant quant, or a developer who wants to call the model, has to reconstruct the journey from prose. These two notebooks close that gap.

free mit targets: Saul-7B-Instruct-v1
Notebook IPYNB builder · user

securityllm-notebooks

Build the SecurityLLM quant — and call the model — on a Spark or a free cloud GPU

The artifact → card → article loop sells the outcome but offers no runnable on-ramp: a researcher who wants to reproduce the five-variant quant, or a developer who wants to call the model, has to reconstruct the journey from prose. These two notebooks close that gap.

free apache-2.0 targets: SecurityLLM
Notebook IPYNB builder · user

ii-medical-8b-notebooks

Build the II-Medical-8B quant — and call the reasoner — on a Spark or a free cloud GPU

The artifact → card → article loop sells the outcome but offers no runnable on-ramp: a researcher who wants to reproduce the five-variant quant, or a developer who wants to call the model, has to reconstruct the journey from prose. These two notebooks close that gap.

free apache-2.0 targets: II-Medical-8B
Notebook IPYNB builder · user

patent-strategist-notebooks

Run the patent-strategist build — and use the model — on a Spark or a free cloud GPU

The artifact → card → article loop sells the outcome but offers no runnable on-ramp: a researcher who wants to reproduce the fine-tune, or a developer who wants to call the model, has to reconstruct the journey from prose. These two notebooks close that gap.

free apache-2.0 targets: DeepSeek-R1-0528-Qwen3-8B
More notebooks in preparation End of Jun 2026