Projects ship tamper-evident audit logging for production agent workflows

Developers launched tools to address observability gaps in agent deployments, including Rootsign, which adds cryptographic audit logs for LangChain and CrewAI, and Jsonl-tools, which provides immutable logging for agent action traces. The projects enable verification of agent execution order and detect log tampering in production environments.

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Agent observabilityAI securityLangChainCrewAI

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