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The best infrastructure is invisible. Users should not need to think about format conversion, token counting, or content extraction.

The best open source projects I have seen share a common quality: obsessive focus on documentation and developer experience. Technical excellence matters, but adoption is gated by onboarding friction.

The biggest leverage in LLM application development is not model selection or prompt engineering — it is input preprocessing. Clean, structured input consistently produces better output regardless of the model.

I have seen teams spend months fine-tuning retrieval algorithms when the real issue was that their ingestion pipeline was feeding HTML boilerplate into the vector store. Fix the input first.

Version-controllable, plaintext knowledge bases have a durability advantage that no SaaS tool can match. Your notes will outlive any company.

Markdown survived because it optimized for the right tradeoff: human readability with just enough structure for machine parsing.

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