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The Gradient Papers: the research series behind the Citrate Network. Open for critique.

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The Gradient Papers

A 12-paper research series (Papers I to XI plus a Series Index) on the ideas behind the Citrate Network: a BlockDAG chain built for AI, paraconsistent consensus, verifiable inference, the mentorship protocol, cooperative economics and NAT.

Published by Citrate Inc. Authors: Larry Klosowski and Lauren Mendenhall.

Read

  • markdown/: the source of truth, one file per paper (v3).
  • pdf/: built PDFs.
  • arxiv/: LaTeX sources (shared preamble, bibliography, one .tex per paper).
  • media/: figures.

Claims are tagged [Implemented], [Specified] or [Theoretical], and implemented claims point to the code on the Citrate testnet (chain 40204) so they can be checked.

Critique welcome

These papers are public so they can be challenged. Open an issue for an error, a weak argument, a missing citation or prior art we should credit; pull requests with corrections are welcome.

Licensing for reuse is still being decided by the authors; until then, quote and cite freely for review and critique.

About

The Gradient Papers: the research series behind the Citrate Network. Open for critique.

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