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Observation contract

Every paid response is an Observation. Honesty fields are required so agents can cite prints without guessing cadence or trust tier.

Deeper product copy: Freshness & quality →

What is freshness_class?

freshness_class describes the economic cadence of the print — eod, weekly, monthly, decree, and related classes. Agents should treat weekly EIA stocks differently from monthly Pink Sheet metals; the field makes that explicit.

What does quality mean?

quality is the trust tier: official (direct agency), indicative (compiled or pending license nuance), derived (computed with inputs listed in provenance), or delayed. Never assume exchange real-time from an indicative monthly print.

Why are license_tag and provenance required?

license_tag states redistribution posture (fred_public, us_gov_public, usgs_public, …). provenance records retrieved_at, cache_hit, and cache_ttl_s so agents know whether they hit a warm cache and when the upstream was last fetched.

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