ANNMARIEKNEIS

Dr. Annmarie Kneis
AI Data Market Architect | Digital Property Rights Pioneer | Machine Learning Asset Exchange Strategist

Professional Mission

As a computational economist and data governance specialist, I design next-generation intellectual property frameworks that transform raw training data into legally cognizable, liquid assets—creating the world's first functional marketplace for AI's most critical resource while balancing innovation incentives with ethical constraints.

Core Innovation Domains (March 29, 2025 | Saturday | 17:16 | Year of the Wood Snake | 1st Day, 3rd Lunar Month)

1. Data Property Rights Engineering

Developed "DataTitle", a blockchain-based ownership infrastructure featuring:

• 23-dimensional rights segmentation (derivative use rights, temporal licenses, geographic restrictions)

• Provenance DNA tracking from raw collection through model ingestion

• Dynamic valuation algorithms adjusting for dataset obsolescence curves

2. Transaction Mechanism Design

Created "NeuroExchange" trading protocols addressing:

• Pricing models for latent data value in trained models

• Escrow systems for conditional data transfers

• Dispute resolution frameworks for attribution conflicts

3. Ethical Arbitrage Detection

Built "DataFDA" monitoring suite:

• Identifies exploitative contract patterns across 147 jurisdictions

• Red flags for cultural appropriation in training sets

• Predicts secondary market impacts on marginalized communities

4. Future Market Simulations

Pioneered "Data Futures Lab" modeling:

• 2030 scenarios for sovereign AI data reserves

• Stress tests against model collapse events

• Protocol designs for cross-border data commons

Technical Milestones

• First legally recognized data derivative contract (Singapore High Court, 2024)

• Quantified the "Data Attention Economy" through 17 valuation metrics

• Authored WIPO DLT-4 Standards for Digital Asset Transfers

Vision: To create markets where every pixel and phoneme carries provable pedigree—where data flows like currency but respects its origins.

Strategic Impact

• For Tech Firms: "Increased training data liquidity by 300% while reducing legal risks"

• For Governments: "Enabled 9 nations to establish AI data stock exchanges"

• Provocation: "If your data license doesn't account for recursive model value, you're trading cave paintings for beads"

On this inaugural day of the lunar Wood Snake's cycle—symbolizing transformation through wisdom—we redefine how knowledge becomes capital.