Sovereign Agent v1 (Negative Experience Cache Update)
- 🧠 Introduced Persistent Negative Experience Cache (Sovereign Agent Layer v1)
Cross-session memory system that tracks failed tool executions and prevents repeating ineffective actions.
- 🚫 Added failure fingerprinting system
Identical tool attempts are hashed and recognized across sessions for consistent behavior control.
- ☠️ Implemented 2-strike permanent block logic
Failed tool patterns are retried once, then automatically blacklisted to reduce wasted execution cycles.
- 🔁 Integrated cache-aware execution gate in agent_loop
All tool steps now pass through should_attempt() before execution.
- 📉 Added failure recording + recovery handling
Failed attempts are logged with reason tracking; successful retries clear outdated negative memory.
- 🧾 Enhanced observability
Cache stats, dumps, and logging improvements for debugging agent decision history.
- ⚙️ Improved attack loop efficiency
Reduced redundant tool calls and improved decision routing in iterative engagement cycles.
Sovereign Agent v1 (Negative Experience Cache Update)
Cross-session memory system that tracks failed tool executions and prevents repeating ineffective actions.
Identical tool attempts are hashed and recognized across sessions for consistent behavior control.
Failed tool patterns are retried once, then automatically blacklisted to reduce wasted execution cycles.
All tool steps now pass through should_attempt() before execution.
Failed attempts are logged with reason tracking; successful retries clear outdated negative memory.
Cache stats, dumps, and logging improvements for debugging agent decision history.
Reduced redundant tool calls and improved decision routing in iterative engagement cycles.