Implementation notes and reproducible tests for search APIs, crawlers, retrieval systems, grounding, citations, and search infrastructure.
Group OpenAI usage by API key ID, reconcile billed cost at the project level, and record the boundary with a 24-field privacy-safe ledger.
Trace Gemini Search calls, source records and support mappings across two API surfaces, then stop structured output when provenance evidence is missing.
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