~/talk

The Ontology Gap

Talkat Pragma Lisbon 2026 · on Saturday, 2026-07-25· [data-visualization]
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slides:none on file

Shows that a $4M USDC deposit returns 3.5M nameless ERC-20 balance that actually represents a claim on a Morpho vault curated by MV Capital, which supplies capital into lending markets partly collateralized by XUSD—when XUSD de-pegs after a Stream Finance collapse the depositor loses about $200k in seven days. Argues taxonomy alone fails, advocates an ontology gap fix via a new generation of knowledge graph products; Lighthouse claims a working portfolio app tracking ~$2.4B in customer assets.

AI-written summary · about

  1. 0:00Introduction and Lighthouse Background
  2. 0:32Onchain Data for Asset Managers
  3. 1:04A Four-Million-Dollar Deposit Story
  4. 1:48Nameless Tokens in Etherscan
  5. 2:14Why Token Labels Are Not Enough
  6. 3:04Interpreting Tokens as Vault Positions
  7. 3:47What DeFi Interfaces Still Hide
  8. 4:16Mapping a Morpho Vault Knowledge Graph
  9. 4:43Risk Lives Between Connected Entities
  10. 5:07XUSD Losses Socialized Across Depositors
  11. 5:34Depositing After a Protocol Collapse
  12. 6:06Turning Onchain Data Into Meaning
  13. 6:48Taxonomy, Ontology, and Actionable Data
  14. 7:36Comparing Two Similar Vaults
  15. 7:56Different Strategies Behind One Label
  16. 8:42Liquidity and Redemption Differences
  17. 9:03The Cost of Rebuilding Context
  18. 9:49Lessons From TradFi Taxonomy
  19. 10:31Why Taxonomy Alone Is Insufficient
  20. 11:21Mapping Financial Relationships
  21. 13:10Existing Crypto Data Products
  22. 14:49A New Generation of Knowledge Graphs
  23. 15:14Lighthouse for Onchain Asset Managers
  24. 16:08Tracking Customer Assets in One App
  25. 17:02Closing the Onchain Ontology Gap
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