Efficient AI Knowledge Wiki Strategy

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 founders00:43 — How Andrej Karpathy's wiki methodology works02:50 — Setting up a wiki ingest workflow in Obsidian03:33 — Why the wiki is 80–85% more token efficient04:38 — Visualising knowledge connections with Obsidian's graph view05:56 — Replacing a team of analysts as a solo operator06:43 — Target operating models and the 5Ps framework07:50 — Introducing Paperclip and automated content production10:13 — Building an AI Business Analyst assistant13:00 — What this means for your business and your life14:21 — Resources and wrap-up──────────────────────────────RESOURCES──────────────────────────────Wiki resources and setup guide: https://lonewolfunleashed.com/resources──────────────────────────────CONNECT──────────────────────────────Website: https://lonewolfunleashed.comEmail Mike: mike@lonewolfunleashed.comMentioned in this episode:You might also like...Check out the "Websites Made Simple" podcast with Holly Christie at https://websitesmadesimple.co.uk/This podcast is part of the Podknows Podcasting ICN Network