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Mar 15, 10:00 AM PSTPersonal KBfeature

Vocabulary analysis pipeline — frequency analysis and scoring system

Built a multi-pass word frequency analyzer and vocabulary scoring system. Processes 12,700 notes to identify key terms, categorize them as confirmed/discovered/noise, and build a domain-specific vocabulary for classification.

#nlp#analysis#personal-knowledge
Sunday, March 15, 2026 at 5:00 PM UTC

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🚀 Shipped: Vocabulary analysis pipeline — frequency analysis and scoring system 🧵
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Built a multi-pass word frequency analyzer and vocabulary scoring system. Processes 12,700 notes to identify key terms, categorize them as confirmed/discovered/noise, and build a domain-specific vocabulary for classification.
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#nlp #analysis #personal-knowledge #buildinpublic
← Classification pipeline spec — three-property tagging with taxonomy configSession handoff skill v3 shipped — 110 test assertions, 97% pass rate→