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ai deep-dive

Parallel Web Systems: Search, Extraction, and Deep Research for Agents

Parallel Web Systems separates Search, Extract, and Task APIs into web-access layers with different latency and cost profiles, while Basis maps citations, excerpts, and confidence to output fields.