Conflict Resolution Between Agents Multi-agent systems are attractive because specialization can raise quality. One agent can focus on retrieval, another on planning, another on execution, another on verification. The risk is not only complexity. The risk is conflict: two agents propose incompatible actions, two agents interpret constraints differently, or two agents race to update the […]

Interface Design for Agent Transparency and Trust Trust is a UX feature. If users cannot tell what an agent did, why it did it, and what sources it used, they will either over-trust it or refuse to use it. Transparency is not about exposing every token. It is about showing the right evidence and controls […]

Logging and Audit Trails for Agent Actions Audit trails are how agent systems become accountable. When an agent reads documents, calls tools, or changes state, you need a durable record: what happened, why it happened, which versions were involved, and what data was accessed. Audit trails are also the backbone of incident response and compliance […]

Multi-Agent Coordination and Role Separation Multi-agent coordination helps when tasks benefit from role separation: planning, retrieval, execution, and review. Done well, it improves reliability by reducing cognitive overload and introducing verification steps. Done poorly, it multiplies cost and creates emergent failure modes. The key is disciplined roles and clear handoffs. Role Separation Patterns | Role […]