Efficient AI Knowledge Wiki Strategy

About this episode

Mike Fox shares a framework for managing knowledge and querying AI efficiently, reducing token consumption significantly.

Are your AI tools burning through tokens faster than ever? You're not alone — and in this episode I'm sharing the framework that's changed how I manage knowledge and query AI at scale. I'm Mike from Lone Wolf Unleashed — I help solo founders build business systems so they can switch off sooner and live larger. Today I'm walking through Andrej Karpathy's wiki methodology, how to implement it in Obsidian, and why it reduces AI token consumption by up to 85% compared to traditional approaches. I also cover how I've applied this directly to Lone Wolf Unleashed — building a target operating model, setting up agent teams in Paperclip, and designing a content production architecture that closes the gap between production and distribution for a solo operator. If you're hitting your AI limits, spending too much on token-heavy workflows, or just looking for a smarter way to manage your business knowledge — this one's for you. ────────────────────────────── Chapters ────────────────────────────── 00:00 — Introduction: Token limits and why this matters for solo founders 00:43 — How Andrej Karpathy's wiki methodology works 02:50 — Setting up a wiki ingest workflow in Obsidian 03:33 — Why the…

People in this episode

Host: Mike Fox

Topics covered

• AI tools
• knowledge management
• token efficiency
• business systems
• content production
• solo founders

Keywords

• AI
• knowledge wiki
• token consumption
• Obsidian
• business systems
• Andrej Karpathy
• content production
• solo operators

Mentioned in this episode

Organizations: Lone Wolf Unleashed, Obsidian, Paperclip

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