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Help Net Security

Cybersecurity news with a focus on enterprise security. Discover what matters in the world of information security today.

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News

Help Net Security
helpnetsecurity.com > 08/31/2026 > halo-record-open-source-ai-agent-audit-trail

Halo-record: Open-source audit trails for AI agents

2+ week, 10+ hour ago   (230+ words) Raw arguments never enter a record. Values get hashed and kept as a redacted summary, and the redaction is pattern matching against common secret and personal-data formats. The package has no runtime dependencies and runs about 5,300 lines of Python, which…...

Help Net Security
helpnetsecurity.com > 08/18/2026 > synthesized-builds-test-data-agent-to-validate-ai-agents-with-production-like-data

Synthesized builds Test Data Agent to validate AI agents with production-like data

3+ week, 6+ day ago   (696+ words) Synthesized has announced its Test Data Agent, a new agentic infrastructure capability being developed to create and provision the realistic data, business context, and system states enterprises need to validate AI agents safely before production deployment. Enterprises can build AI…...