Text Summary API Design: Tokens, Chunking, JSON, and Decisions
A model-neutral design for summary APIs with explicit contracts, token budgets, semantic chunking, structured JSON, decision fields, errors, and evaluation.
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Developers
Articles tagged Developers in the TextSummary.com Summary Lab.
Python CLI Text Summarizer: A Reproducible Local Workflow
Design a reproducible Python command-line workflow for text extraction, chunking, model calls, structured output, logs, testing, and local privacy controls.
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How to Evaluate an AI Text Summary: Accuracy, Coverage, and Decision Value
A practical evaluation rubric for factual fidelity, coverage, relevance, evidence traceability, uncertainty, format compliance, and decision usefulness.
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