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This repository contains AI terminology related to prompt and context engineering, with a one-sentence explanation for each term.

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AI Terminology Guide

Prompt Engineering & Context Engineering

This repository provides a streamlined AI terminology guide. It lists key terms and their common alternatives without deep explanations so you can quickly identify prevalent AI concepts. Use it to spot gaps in your knowledge and discover new terms to explore.

💡 See ranking methodology, summary and learning path recommendations at the end of the document.

FOUNDATION CONCEPTS

Core Definitions

Basic Interaction

PROMPT ENGINEERING FUNDAMENTALS

Prompting Techniques

Prompt Optimization

ADVANCED PROMPT ENGINEERING

Advanced Prompt Structures

Output Control & Format

ADVANCED REASONING STRATEGIES

Reasoning Decomposition Techniques

Self-Improvement Techniques

Prompt Optimization Methods

ADVANCED ZERO-SHOT TECHNIQUES

Zero-Shot Enhancement Methods

CONTEXT ENGINEERING FOUNDATIONS

Core Components

Information Processing

Memory Architectures

RETRIEVAL & AUGMENTATION SYSTEMS

Retrieval Methods

Advanced Retrieval Architectures

ADVANCED CONTEXT ENGINEERING

Knowledge Representation

Vector & Semantic Systems

System Integration

FOUNDATIONAL MODEL THEORY & ARCHITECTURE

Model Architecture & Mechanisms

Probability & Normalization

Decoding & Generation

MODEL PARAMETERS & CONFIGURATION

Sampling & Randomness

Generation Controls

Model Selection & Tuning

ADVANCED INTERACTION PATTERNS

Multi-Agent Systems

Function Calling & Tool Use

Processing Patterns

Context Optimization

CODE GENERATION & COMPLETION

Code-Specific Techniques

METRICS & EVALUATION

Quality Metrics

RAG-Specific Metrics

Evaluation & Testing

RELIABILITY, SAFETY & SECURITY

Hallucination & Grounding

Error Handling & Safety

Security & Adversarial

Defensive Measures

ECOSYSTEM & FRAMEWORKS

Popular AI Frameworks & Tools

RESEARCH FRONTIERS & EMERGING CONCEPTS

Advanced Reasoning Systems

Frontier Techniques

Knowledge Enhancement

NOTES

Legend

Ranking Methodology

Terms are ranked based on:

Learning Path Recommendations

Beginner Journey:

Intermediate Journey:

Advanced Journey:

Expert/Research Journey:

Specialist Path (Prompt Security):

Specialist Path (Structured Output Engineering):

Specialist Path (RAG/Retrieval Systems):

LICENSE

MIT License
This AI terminology guide is released under the MIT License. You are free to use, modify, and distribute this guide for personal and commercial purposes, with attribution.

CONTRIBUTING

Contributions are welcome! If you have suggestions for new AI terminology, improvements to definitions, or corrections.
Just submit a pull request!

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This repository contains AI terminology related to prompt and context engineering, with a one-sentence explanation for each term.

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