Persistent Negative Experience Cache (Sovereign Agent Layer v1)
The Persistent Negative Experience Cache gives the agent long-term memory of failed actions across sessions. Each tool execution is fingerprinted and tracked, allowing the agent to recognize previously unsuccessful approaches and avoid repeating them indefinitely.
Failed actions receive one retry opportunity. After two confirmed failures, the action is permanently blocked and automatically skipped in future engagements. If a previously blocked action later succeeds, its failure record is cleared and normal operation resumes.
This update improves efficiency, reduces redundant tool execution, and enables more adaptive autonomous decision-making through persistent experience-based learning.
Persistent Negative Experience Cache (Sovereign Agent Layer v1)
The Persistent Negative Experience Cache gives the agent long-term memory of failed actions across sessions. Each tool execution is fingerprinted and tracked, allowing the agent to recognize previously unsuccessful approaches and avoid repeating them indefinitely.
Failed actions receive one retry opportunity. After two confirmed failures, the action is permanently blocked and automatically skipped in future engagements. If a previously blocked action later succeeds, its failure record is cleared and normal operation resumes.
This update improves efficiency, reduces redundant tool execution, and enables more adaptive autonomous decision-making through persistent experience-based learning.