Prompt
A Prompt Engineering pattern library
This library collects 8 high-frequency prompt patterns: role-play, Few-shot, Chain-of-Thought, ReAct, Self-Consistency, Tree-of-Thoughts, and more. Each pattern ships with a reusable template, the scenarios it fits, and the pitfalls to avoid — so you reach for a template instead of designing every prompt from scratch.
5 article(s) total
What you'll learn in this channel
These are the core topics this channel covers. Each featured article unpacks several of them in depth.
- Role-play
- Few-shot
- Chain-of-Thought
- ReAct
- Self-Consistency
- Tree-of-Thoughts
Prompt Engineering for Reasoning Models: When to Use Them, How to Prompt, How to Save Tokens
Reasoning models need different prompts than regular GPT models: the official best practices -- simple and direct beats technique stacking, no step-by-step coaching, seven task types worth delegating, and reasoning-item token savings.
Read articlePrompt evaluation and failure debugging: LLM-as-judge + regression tests + Debug mode
After prompts go to production: LLM-as-judge auto-scoring, regression test sets, failure case taxonomy (hallucination / off-topic / format error), Debug mode logging, token / cost visualization.
Read articleGPT-5.6 coding prompt patterns: 12 templates for Codex / Cursor that get it right on the first try
12 GPT-5.6 family prompt templates optimized for coding: architecture understanding, incremental implementation, bug localization, code review, test generation, refactoring, dependency upgrades. Pair with Codex CLI / Cursor / Aider.
Read articlePrompt Engineering Advanced: Multi-Turn Context, Structured Outputs, and GPT-5.6 Tuning
Part two of Prompt Engineering: multi-turn context management, structured outputs (JSON Schema), few-shot patterns, long-context strategy, and reasoning.effort interaction.
Read articlePrompt Engineering Core Patterns: 8 Templates That 2× GPT Output
A systematic walkthrough of 8 high-frequency prompt patterns — role prompting, few-shot, chain-of-thought, ReAct, self-consistency — each with a reusable template.
Read article