Tools


Deep Background, a research project by Mike Caulfield, for the purpose of fact-checking claims. It is:

a lengthy instruction prompt that provides excellent contextualization of most textual claims … With the prompt in place, your LLM will come to better conclusions, hallucinate (much) less, and source conflicting perspectives more systematically. It also models an approach that is less chatbot, and more research assistant in a way that is appropriate for student researchers, who can use it to aid research while coming to their own conclusions. … You paste it in at the beginning of a chat session (or add it to project instructions) to make the LLM act differently.

Banana Nano Pro prompt generator. A Standard Operating Procedure or workflow using a custom AI “Gem” to generate professional Nano Banana Pro image prompts. Users act as Creative Directors providing context, while the Gem serves as a Technical Prompter, transforming inputs into optimized JSON code to ensure consistent, high-quality visual outputs.

Precision Content Prompt Pack – A set of structured prompts for converting reference material into clearly typed, well-organised content, with human review at each stage to ensure accuracy and relevance.