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Synchronizing Beliefs with Second-Order Theory-of-Mind in Human-Autonomy Teams (Extended Version)
A new research paper proposes reframing preference-based reward learning as a human-autonomy team problem requiring second-order theory-of-mind (ToM-2) to synchronize teacher and learner beliefs, with simulated evidence showing improved alignment when teachers actively model learners and learners emit 'understanding statements'.
Aug 13, 2026
Model or Harness? An Interaction-Centric Taxonomy for Localizing Agent Failures
Researchers propose an interaction-centric taxonomy to localize AI agent failures to specific components (e.g., model, harness, environment) rather than treating failures as monolithic system-level events, enabling targeted interventions.
Aug 3, 2026
Vercel Introduces Eve, an Open-Source Framework for Building AI Agents
Vercel introduces Eve, an open-source framework for building AI agents.
Published Jun 26, 2026 · Analyzed Jul 4, 2026