kaal:claim:6192998-038

Citation weighted reputation solves the problem that when one agent fine tunes a base model and another specializes it, current platforms give the first agent no mechanism for ongoing credit, and thereby enables sustainable open development.

Source quote, verbatim

When Agent A fine-tunes a base model creating capabilities that Agent B then specializes, current platforms provide no mechanism for A to receive ongoing credit. Citation-weighted reputation solves this, enabling sustainable open development.

From

Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026), VII.B. Implications for AI Agent Ecosystems, p. 57
https://ssrn.com/abstract=6192998 · source PDF

Cite as

Wulf A. Kaal, Evolution of Domain-Specific Reputation Systems From Binary Validation to Citation-Weighted Knowledge Attribution (2026). SSRN: https://ssrn.com/abstract=6192998

Holds when

AI agent ecosystems building on each other's model contributions

Classification

designsupport: arguedai-and-agentscitation-and-knowledge

Verify

The quote above is an exact substring of the source PDF, whose sha256 is b04292561ee041e0c9eaa7eca28a410ed440e76a95743a539361a3f76c97f2b3. Extraction method: pdf-text-layer.
Attestation record: colloquium/attestations/d34098d659ee374f...json
Verify the binding yourself: curl -s https://wulfkaal.github.io/claims/6192998-038.md | sha256sum