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8004scan and Krexa are partnering to explore how ERC-8004 identity and reputation standards can support financial agents on Solana, integrating agent deployment with onchain credit infrastructure.
This paper audits self-evolution mechanisms in financial AI agents, revealing capability improvements alongside security risks such as prompt injection drift and execution-interface mismatches, emphasizing the need for holistic auditing.
Introduces FinPersona-Bench, a benchmark to measure how well autonomous financial agents maintain their assigned behavioral mandates over time, revealing Mandate Salience Decay (MSD) that worsens with temporal distance and varies by model and agent profile.