RWA-PoB: A Credential-Based Proof-of-Backing Framework for Tokenized U.S. Treasury Products
Proof-of-Backing
Our Essays
Papers, essays, and notes. We publish when there is something worth publishing.
Affordable Witness: Live Control, Causal Evidence, and Economized Reads as a Load-Bearing Triad for Long-Horizon Browser Agents
Economized Reads is not fundamentally a token-saving feature, it is a mechanism for increasing verification density. Cheap reads produce more verification edges, more verification edges enrich causal evidence, and better causal evidence makes live execution increasingly auditable.
WitnessLoop - Provable Autonomy for AI Agents at the Tool Boundary
AI agents are being deployed into systems where actions have consequences, payments, filings, trades, collateral releases, but the evidence standard for machine action remains observability, not provability.