Krina Vaghela
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Day 9

Picture from the day 9 LinkedIn post

Day 9 of 1% Better.

Today, I tried a completely new workflow: I built my Motivational Quotes app using Andrej Karpathy’s LLM Wiki technique as the primary context and persistent knowledge base for my AI.

Honestly? I am surprised by just how incredibly effective this approach is.

Here is why building a project with a persistent knowledge graph from day one completely changes the game:

 - Deep, Persistent Context: Instead of starting from scratch or losing track of the architecture in every new chat session, the AI had a structured, evolving memory of the project to draw from.

- Smart Linking: As the app took shape, it naturally tied into broader concepts within my system like [[Prompt Engineering]], [[Vibe Coding]], and [[Deployment]].

 - Sharper Outputs: Because the AI could see exactly how the project connected to my overall environment, its code generation and problem-solving were insanely accurate and highly contextualized.

My biggest takeaway
A connected knowledge base helps you keep learning from them.

🔗 Source code: https://lnkd.in/g_vGw7Yk
🔗 Live Project: https://lnkd.in/geSdi9di

LinkedIn post: https://lnkd.in/p/gmNtgPjn (opens in a new tab)