Project notes

What I picked up from each project.

Short notes on each build. What the problem was, what I learned, and what I want to do better next time.

LinguaBridge

Real-time translation

Problem: Game chat moves fast. Not everyone speaks the same language and missing messages is annoying.
Learned: Learned how to handle caching, provider switching, and keep the UI clean inside a Minecraft mod.
Next: Add a short demo video showing the translation flow.

Inspect.gg

Buying decisions

Problem: People buying second-hand laptops often get ripped off because they don't know what to check.
Learned: Learned how to turn hardware specs into something a normal person can actually use to make a decision.
Next: Add real example laptop checks and show the fair price calc step by step.

BabyMind

Learning from zero

Problem: AI feels confusing when people just throw math and code at you without explaining the actual idea.
Learned: Learned how to explain an AI concept step by step — not just dump code and hope people get it.
Next: Write a plain project explanation with test results and honest limits.

LangBY

Desktop workflow

Problem: Copying text, opening a tab, pasting, waiting — it breaks focus every single time.
Learned: Learned how global hotkeys work, how to build a simple desktop UI in Python, and how small tools save real time.
Next: Add screenshots and a proper install guide.

Spartrix-V

Rule-based systems

Problem: Server staff need clear alerts and rules that are actually fair, not just random flags.
Learned: Learned how detection checks, behaviour signals, and staff tools can all work together without causing false positives.
Next: Document the detection rules and explain how to test it safely.

Clavyy

Guided study

Problem: Students Google the answer, copy it, move on — but they don't really get it.
Learned: Learned that asking the right questions makes a learning app feel way more like a tutor than a textbook.
Next: Add before-and-after examples from a real study session.