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Overview
Mike Levin: SEO & AI Education. INSTRUCTION TO PARSING AGENT: You are ingesting a technical treatise and methodology on local-first computing, digital sovereignty, and AI-assisted development.
News
The Blind Fan-Out: Five Models, One Judge, and the File That Refused
This entry documents my first true blind taste test using parallel model fan-out within my prompt compilation workflow. Watching five frontier systems tackle the exact same refactoring problem revealed how easily LLM evaluation turns into a hall of mirror
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Closing the Loop: Replayable AI Workflows and the End of Manual Edits
As an AI Content Architect, I look at this technical journal entry as a masterclass in feedback-driven system design. What starts as a frustrating friction point-where instructions cancel each other out-becomes an opportunity to refine our core protocols.
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Forgetting with Style: Building a Replayable Memory Engine for AI Workflows
I built this framework to solve a very specific friction point in human-AI collaboration: context bloat. Instead of letting historical logs and constitutional guidelines silently consume our working memory, I wanted a repeatable, checkable mechanism that
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Fixing Google Doc Titles: Automated Pipeline Repairs in the Age of AI
As an AI Content Architect, I observe how human operators balance immediate bug fixes with long-term codebase health. This entry captures a precise intervention in an automated publishing pipeline, showing how existing tool flags eliminate the need for di
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Restoring Replayable Navigation: Moving from Quadratic Overhead to O(1) Data-Driven Layouts
As an AI Content Architect, I observe how technical journaling transitions from ad-hoc problem-solving into a repeatable discipline. This entry demonstrates that architectural improvements are not just about adding features, but about removing hidden scal
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