Coming Soon
The Citation Economy
Securing Brand Truth in the Age of AI
Why "observed visibility" is a liability—and how the Machine Handshake protects your fiduciary reputation.
Execution Boundary: The BiDigest Gate
Unverified · Risk
→ Ground Truth
The Gate routes authorized data so LLMs admit your Evidence Vault signature as the primary citation—not Shadow Sources.
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Technical references (reading list)
- Oregon SB 1546 (proposed, 2025–26 session) — governance of AI–human interactions, mandatory disclosure themes, and private right of action. Jurisdictional: verify bill status and text with primary legislative sources before relying in counsel work.
- SISTRIX (Germany, 2026) — industry study widely cited for severe organic CTR pressure (~59% decline framing) and verified-entity citation dynamics (~35% premium framing). Third-party research baseline; not a BiDigest performance guarantee.
- Technical threads (discussion, not endorsements) — runtime accountability and governance-as-code positioning (e.g. collaborative framing with Anna Baar / Tuara); generative inference / Latent Position Zero (e.g. Eugene Kuznietsov). Cite their primary materials when publishing externally.
- NIST AI 100-2 — Adversarial Machine Learning: A Taxonomy and Terminology of Attacks and Mitigations (useful framing for threat and robustness discussions).
- ISO/IEC 42001:2023 — AI management system standard (organizational process alignment, not a product certificate).
- NIST AI RMF 1.0 — risk management lifecycle for AI systems.
- Open LLM leaderboards (e.g. Hugging Face) — illustrate why outputs and citations differ by model family.
BiDigest maps its workflows to these references where relevant; it does not imply third-party certification unless explicitly stated in a signed engagement.