Prompt Injection, Explained Without the Jargon
What prompt injection actually is, why it's so stubborn to fix, how it sneaks in through documents and tools, and where G8KEPR's guard sits in the path.
Building G8KEPR · Note 11 ↗EXPLORE THE NOTEBOOK
Projects.
Things I'm making, documented one update at a time.
55published notes
Every note in Projects
Newest first · 3 / 5
Terminal UI Components: A Pure CSS Kit for Terminal-Style Pages
Terminal UI Components is my open-source, pure CSS framework for building terminal-style web interfaces, with ten color themes and box-drawing decorations.
The design notebook · Note 6 ↗
Checking the Answer, Not Just the Question
Most AI security looks at what goes into a model. G8KEPR's Verification Engine also looks at what comes out, with four kinds of checks and grounding at the center.
Building G8KEPR · Note 12 ↗
Moving Epic Games to a New Drive Without Re-Downloading Them
Epic Games Transfer is my open-source PowerShell and Python tool that rewrites the Epic Games Launcher's manifest files after you move your games, so the launcher finds them instead of downloading them again.
Games and gear · Note 8 ↗
Keeping Secrets Out of Prompts
People paste passwords, keys and customer data into AI tools all the time, usually for perfectly good reasons. Here's why G8KEPR redacts that stuff before it ever leaves.
Building G8KEPR · Note 13 ↗
YouTube Subscription Copier: Moving Your Channels to a New Google Account
A browser-only tool that copies YouTube subscriptions from one Google account to another, with selective transfer, quota tracking and resume-tomorrow support for big lists.
Desktop tinkering · Note 2 ↗
A Budget for Your AI Bill
Runaway agents, retry loops and sudden spend spikes can turn an AI feature into a very expensive surprise. Here's why G8KEPR treats cost as a security problem.
Building G8KEPR · Note 14 ↗
FlowDrive: A Storage Optimizer That Only Exists on Paper (So Far)
FlowDrive is my concept for a storage optimizer that learns which files you'll need and puts them on the fastest drive, written up as a spec and architecture with no code yet.
App experiments · Note 1 ↗
One Gateway, Many Models
How G8KEPR's AI Gateway routes requests across many model providers, what circuit breakers and bring-your-own-key mean, and why one checkpoint beats security bolted onto every app.
Building G8KEPR · Note 15 ↗
Fine Use: Sketching a Terminal-Style Design System
Fine Use is my open-source design system for terminal-style interfaces, a React component plan with CSS themes and a Python desktop implementation, and it's honest about being mostly a specification so far.
The design notebook · Note 5 ↗
The Lethal Trifecta and Other Attacks That Take More Than One Step
Some of the worst AI attacks are made of steps that each look harmless. Here's the lethal trifecta idea, and why G8KEPR's correlation engine looks across all four pillars at once.
Building G8KEPR · Note 16 ↗
eBay Auction Scraper: A Quick Look at What Things Are Going For
A small Python scraper that pulls eBay auction listings for a set of search terms and turns them into an HTML report, useful for personal price research before you buy or sell.
Desktop tinkering · Note 1 ↗