Organisations should adopt shared platforms and automated governance to keep pace with the growing use of generative AI tools that are helping developers produce code at unprecedented volumes.

Execution-based triage cuts MTTR by 21 minutes, reduces escalations 30%, and exposes full attack chains in under 60 seconds.

Tamarind’s platform for model coordination and inference enables user-friendly AI tools for life science researchers.