- Engineer — Learn: Novel research on using multi-agent LLMs to extract both credentials and the resources they unlock from unstructured documents — worth tracking as a potential complement to regex-based secret scanners in IR workflows, but no production-ready tool to adopt today.
- SOC/IR — Learn: The concept of automatically surfacing both a leaked credential and its ‘door’ (target account, cloud resource, endpoint) from emails, tickets, and chat threads maps well to IR triage gaps; worth monitoring for usable tooling derived from this research.
- Leader — Skip