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61 articles

Encyclopedia

A knowledge base I build up as I go — the theory behind the TryHackMe rooms I complete, told from the basics: networking, tools, Linux, Windows. It grows room by room.

Foundations

8

Networking

7

Web security

6

Tools & recon

10

Linux

4

Windows

5

AI & LLMs

21

The four properties of AI

One mental model for almost any strange thing a generative model does — plus a symptom → property cheat sheet.

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How generative AI works

What an LLM really is, and where its “character” comes from — pretraining, RLHF and Constitutional AI.

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Next-token prediction

Where answers come from — tokens, one step at a time, temperature, and why fluent never means correct.

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Knowledge & hallucinations

What a model actually knows, the training cut-off, and why it invents facts confidently — with the fixes.

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Working memory & context

The context window, what falls off its edge, “lost in the middle”, and how to keep what matters in view.

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Steerability

How far your instructions really steer the output — the strongest levers, and the limits that don’t bend.

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When properties collide

In real tasks the four properties act together and errors stack — name the one that slipped, then fix it.

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Three ways to work with Claude

Chat, Cowork, Code — one model, three shapes of work, and how to pick the right one.

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Prompting & AI Fluency

The prompt is the main lever, and the four Ds that turn luck into a predictable result.

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Claude Code — the terminal agent

An agent that reads the codebase, runs commands and edits files — plus three supervision modes.

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The agent loop & tools

Act → observe → decide → repeat; tools give the agent hands, thinking gives it time.

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Projects & artifacts

A project gives standing context (input); an artifact is a finished object (output).

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Claude skills

Package a recurring process once so Claude does it your way every time.

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Claude Cowork

Hand over a multi-step task on your real files — a working session, not a chat.

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Explore → Plan → Code → Commit

Claude Code's rhythm: catch mistakes at the plan, where they're cheapest to fix.

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MCP — Model Context Protocol

One standard 'socket': connect a server once, any MCP client can use it — like USB.

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Claude API basics

A structured request in, a structured response out — and picking a model by evals.

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Managed agents

Let Anthropic run the loop in a sandbox and read an event stream — less code, less control.

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Connectors, Search & Research

Three ways to reach the real world — your apps, company knowledge, deep multi-source research.

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Claude Code setup

CLAUDE.md, subagents, skills, MCP and hooks — shape the terminal agent to your work.

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Agent context management

A long agent bloats the window and the bill — summarise, prune, offload, /compact.

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