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Resource · 42 terms · Plain English

AI & vibe coding glossary.

Plain-English definitions of 42 terms across AI, vibe coding, security and Australian compliance. Written for the non-technical reader who wants to know what their team is talking about, and the technical reader who wants to know how it lands in an Australian context.

12AI & Development

AI & Development.

Agentic AI

AI systems that take actions in the world over multiple steps, not just produce a single response.

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Agentic Coding

Software development where an AI agent autonomously plans, writes, tests and ships code with minimal human keystrokes.

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Fine-tuning

Adjusting a pre-trained AI model's weights on a smaller, specialised dataset so it performs better on a specific task.

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Foundation Model

A large AI model pre-trained on broad data that can be adapted to many downstream tasks.

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Hallucination

When an AI model generates output that is plausible but factually incorrect or fabricated.

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Jailbreak

An adversarial prompt that bypasses an AI model's built-in safety rules to make it produce content it normally would not.

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Model Context Protocol

MCP

An open standard from Anthropic that lets AI assistants connect to external tools and data sources securely.

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Prompt Engineering

The practice of writing inputs to AI models in ways that produce reliable, well-structured outputs.

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Retrieval-Augmented Generation

RAG

An AI architecture that retrieves relevant documents from a knowledge base and feeds them to a model so the model answers from your data.

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System Prompt

The hidden instructions sent to a language model before any user input, defining its role, rules and behaviour.

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Vector Database

A specialised database that stores text or other content as numeric embeddings and supports similarity search.

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Vibe Coding

Building software primarily by prompting an AI in plain English rather than writing the code yourself.

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10Security

Security.

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