Everything about prompting
24 connected nodes across dictionary, workflows, comparisons, prompts, tool stacks and use cases.
Prompt Chaining
Pipelining LLM calls where each step's output feeds the next.
Chain of Thought
Prompting an LLM to reason step-by-step before answering, often improving accuracy on hard tasks.
Few-Shot Prompting
Showing the model 2–5 examples of the task inside the prompt so it mirrors the pattern.
System Prompt
A high-priority instruction that sets the model's role, tone and constraints for the whole conversation.
Temperature
The randomness knob on an LLM's output distribution.
Top-p (Nucleus Sampling)
Restricting sampling to the smallest set of tokens whose probability sums to p.
JSON Mode
A model setting that guarantees valid JSON output.
Structured Generation
Constraining decoding to match a schema at every token.
Self-Consistency
Sampling multiple answers and picking the majority to reduce errors.
Prompt Template
A reusable prompt with named variables filled at runtime.
Chain-of-Thought Prompting
Instructing a model to think step by step before answering.
Zero-Shot Prompting
Asking a model to do a task with no examples in the prompt.
Iterative Prompting (for Vibe Coding)
Building an app in small, testable prompt steps instead of one giant request.
SEO Title + Meta Description Generator
Generate 5 title/meta pairs optimized for click-through and keyword coverage.
FAQ Block Generator (AEO-Optimized)
Turn any article into 5 crisp FAQ Q&A pairs, formatted for FAQPage schema.
Personalized Cold Outbound Email
Write a 4-sentence cold email that opens with a real hook, not a fake compliment.
Changelog Entry → Launch Tweet
Turn a dry changelog line into a punchy tweet that actually gets engagement.
RAG Answer With Strict Citations
Force the LLM to answer only from provided chunks and cite them by ID.
Prompt Improver Prompt
Iterate a weak prompt into a strong one using best practices.
JSON Extractor Prompt
Extract structured JSON from any unstructured text.
The First Prompt for Any Vibe Coding Project
A starter prompt that gives an AI app builder everything it needs for a strong first version.
Turn an Idea Into a Build Spec (Vibe Coding)
Have an LLM convert a rough idea into a precise spec before you start building.
Bug Fix Prompt for AI App Builders
A structured prompt that gets the AI to fix the root cause instead of patching symptoms.
Refactor and Security Review Prompt
Clean up a vibe-coded app and catch security gaps before launch.