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This article is the most honest explanation of why a single agent still holds you back and what the swarm architecture actually changes.This system costs two hours on a weekend.Obsidian stores everything as plain Markdown files.Claude Code reads and writes directly to the vault.No API integration.No paid connector.No plugin required.Just a folder of text files and four skill files that tell Claude exactly what to do.The gap is not two hours of setup.It is everything those two hours quietly unloc ▶27:54
Karpathy found a way to reduce token consumption by 90%The problem is that the LLM re-reads the same files over and over again, loses context between documents, and provides less accurate answers as a resultThe solution is called Wiki Layer the LLM cleans, structures, and links all your data once, after which it never works with raw files againThree folders `raw/` for originals, `wiki/` for a clean knowledge base in Markdown, and files with rules for the agentResult up to 90% token savings on re ▶0:32
One PHP Package to Generate, Parse Convert Any Document Format with a Filament-Style Fluent API | Valerio Barbera ▶

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