3 papers
cs.AI2026
What LLM Trading Agents Actually Do in Production: A Six-Month, Population-Scale Record from Two Fleets
T. J. Barton, Chris Constantakis, Patti Hauseman +4
We present a continuous, population-scale measurement record of autonomous language-model trading agents operating in production across two systems with one design lineage: DX Term…
cs.AI2026
Operating-Layer Controls for Onchain Language-Model Agents Under Real Capital
T. J. Barton, Chris Constantakis, Patti Hauseman +4
We study reliability in autonomous language-model agents that translate user mandates into validated tool actions under real capital. The setting is DX Terminal Pro, a 21-day deplo…
cs.CR2025
Mechanistic Interpretability in the Presence of Architectural Obfuscation
Marcos Florencio, Thomas Barton
Architectural obfuscation - e.g., permuting hidden-state tensors, linearly transforming embedding tables, or remapping tokens - has recently gained traction as a lightweight substi…