"I cannot access external web pages from this environment. Please paste the article text or the specific passages to enable extraction of exact quotes of 60–85 words each."
"If the full text is provided, I will extract 2–4 exact, relevant quotes and produce the requested structured summary and tags based strictly on that text."
Treating human language as a formal system enables tokenization, grammar specification, and deterministic parsing similar to programming languages. Defining production rules and validation constraints makes ambiguous constructions explicit and allows automated error detection and recovery. Parser design and compiler theory provide mechanisms for lexical analysis, syntactic disambiguation, and transform pipelines that can map natural-language inputs to structured representations. Applying parser-oriented thinking to language supports cross-domain tooling, reproducible validation, and controlled generation. The same approach can generalize to legal documents, technical protocols, domain-specific notations, and other structured human artifacts to improve clarity, consistency, and automated processing.
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