Why identity resolution needs a visible contract
A useful record is more than a value. Every result should explain freshness, confidence, provenance, and cost.
Field Notes / FetchSet
Practical notes on identity resolution, contact-data quality, agent infrastructure, and building a clearer contract for every lookup.
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A useful record is more than a value. Every result should explain freshness, confidence, provenance, and cost.
Latest notes
Why validation dates should travel with the email instead of hiding behind a quality badge.
Small, composable calls beat giant enrichment workflows when an agent must choose its next step.
Charge-on-success is not merely pricing. It changes how safely automated workflows can explore.
How source class, acquisition date, and suppression checks turn contact data into accountable infrastructure.
A look at the five decisions behind one resolution: normalize, cache, waterfall, verify, and return.
Contact data should behave like a well-designed primitive: callable, inspectable, and candid about cost.
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A concise monthly note on data quality, identity infrastructure, and building tools for agents. No growth-hack theatre.