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Home/Authors/Praneel Panchigar

Praneel Panchigar

1 indexed paper

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Publications per year

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26

Top categories

Crypto×1AI×1ML×1

Frequent co-authors

Torlach Rush1×
Matthew Canabarro1×

Research Timeline

2026
Sovereign Context Protocol: An Open Attribution Layer for Human-Generated Content in the Age of Large Language Models

The paper introduces the Sovereign Context Protocol (SCP), an open-source, attribution-aware data access layer designed to standardize how Large Language Models (LLMs) connect to and track usage of human-generated content.

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Papers

cs.CRcs.AIcs.LGRecentMar 28, 2026

Sovereign Context Protocol: An Open Attribution Layer for Human-Generated Content in the Age of Large Language Models

Praneel Panchigar, Torlach Rush, Matthew Canabarro

The paper introduces the Sovereign Context Protocol (SCP), an open-source, attribution-aware data access layer designed to standardize how Large Language Models (LLMs) connect to and track usage of hu…

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