Trustworthy Agent Network: Trust in Agent Networks Must Be Baked In, Not Bolted On

The rise of autonomous LLM-based agents forming Agent-to-Agent (A2A) networks introduces systemic vulnerabilities despite improved task performance. This paper argues that trustworthiness in A2A networks must be architected from the outset, rather than retrofitted, to mitigate risks like adversarial composition and cascading failures.