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CircleID News Public Data Is Not Public Infrastructure

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Building infrastructure for public trademark data revealed a familiar lesson from Internet protocols: publishing information is only the beginning. The real challenge is engineering resilient systems that withstand inconsistent formats, unreliable sources, and organisational complexity.

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