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mikelev.in › futureproof › github-pages-logfiles
Escaping GitHub Pages: The Quest for Raw Log Files and Deeper SEO Insights | Mike Levin SEO AI Education
I’m drawing a line from the basic idea of sequenced actions, like a Turing machine or even wax-on/wax-off, to my current need for deeper website insights than GitHub Pages provides. To truly understand causation and correlation in my site traffic, especially with AI bots and crawlers, I need raw log files. Therefore, I’m embarking on self-hosting using NixOS, starting with ordering a new router, viewing this technical setup itself as a manageable, sequenced process that will ultimately enable mu
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mikelev.in › futureproof › high-value-outlier-sovereign-api-intelligence
High Value Outlier: Building a Sovereign API for Intelligence | Mike Levin SEO AI Education
This article captures a passionate exploration of a unique methodology for future-proofing web architecture in the age of AI. It delves into the granular realities of web mechanics, from server logs to semantic HTML, revealing a philosophy of building self-healing, machine-understandable systems. The author envisions a “Sovereign API for Intelligence” that treats the web as a dynamic file system, where insights are derived from direct observation and iterative experimentation, rather than abstra
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mikelev.in › futureproof › sovereign-airlock-rfc1918-dmz-ai-observation
The Sovereign Airlock: Implementing an RFC1918 DMZ for AI Observation | Mike Levin SEO AI Education
This article captures the very essence of my philosophy for building a resilient, observable home-hosting environment. It’s a deep dive into reclaiming digital sovereignty, moving beyond abstract concepts to the concrete implementation of network security. The journey from initial setup to a robust DMZ, secured by fundamental networking principles like RFC1918, truly highlights the “Forever Machine” methodology. It demonstrates how seemingly small, technical steps accumulate to create a powerful
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mikelev.in › futureproof › nixos-powered-broadcast-studio-real-time-logs-ai-automation
NixOS-Powered Broadcast Studio: Real-time Logs & AI Automation | Mike Levin SEO AI Education
My passion lies in crafting fully automated, observable, and self-hosted digital ecosystems. This particular blueprint details the practical steps of transforming a remote server into a broadcasting node, leveraging NixOS for reproducibility and xdotool for screen choreography. It’s about achieving complete control over one’s data stream, from collection and analysis to real-time dissemination, and laying the foundation for advanced AI integration without cloud dependencies. The ability to see a
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mikelev.in › futureproof › optimizing-jekyll-rendering
Optimizing Jekyll Rendering: From Nested Loops to Flattened Lookups | Mike Levin SEO AI Education
Our Jekyll site’s rendering time became unmanageable due to an inefficient O(n²) nested loop approach for calculating related posts based on keywords. Drawing inspiration from a previous optimization involving a flattened post index (flat_index), we initially tried pre-processing all keywords into lookup tables but found it overly complex in Liquid. The breakthrough came with a simplified O(n) method: we leverage the existing flat_index, process only the current post’s keywords, and iterate thro