Immutable History for Self-Improving Memory
Mem0 allows agents to self-improve by remembering user preferences. Mala ensures that 'improvement' doesn't violate safety policies. Mem0 is the 'Growth Engine'; Mala is the 'Guardrail'.
Self-improving memory is powerful but risky. An agent that learns from users can be tricked into learning bad behaviors (poisoning). Mala creates a checkpoint for every memory update. We ensure that as your Mem0 database grows, it remains compliant. We provide the 'rollback' capability for decision logic that standard databases lack.
Can Mala prevent memory poisoning?
Mala enforces policies on everything an agent does, including updates to its state. If an agent tries to act on 'poisoned' information that violates a core directive, Mala's policy engine catches it.
Don't just monitor what happened. Prove why it happened with Mala's cryptographic accountability layer.