RESOURCES
Field notes for building place-aware systems.
Original writing on resolution quality, geographic evidence, agent tool design, and the human controls that make physical-world context useful.
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Why location context needs provenance, not just coordinates
Coordinates are a useful beginning. Decisions need a traceable chain from place resolution to source-aware evidence.
Designing safer place queries for AI agents
A reliable location tool should make ambiguity, scope, and human approval part of the interface—not afterthoughts.
From address to decision context: a practical pipeline
A five-stage pattern for building location-aware workflows that remain inspectable as they scale.