From Workflow Automation to Capability Closure: A Formal Framework for Safe and Revenue-Aware Customer Service AI
Customer service automation is undergoing a structural transformation. The dominant paradigm is shifting from scripted chatbots and single-agent responders toward networks of specialised AI agents that compose capabilities dynamically across billing, service provision, payments, and fulfilment. This shift introduces a safety gap that no current platform has closed: two agents individually verified as safe can, when combined, reach a forbidden goal through an emergent conjunctive dependency that neither possesses alone.
| Authors | Cosimo Spera |
|---|---|
| Primary category | cs.AI |
| Published | 16 March 2026 |
| Last updated at source | 19 March 2026 |
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