- Engineer — Learn: Academic research demonstrating that LLM agents can auto-generate and verify web exploit PoCs across real-world apps and frameworks — worth tracking as it signals where AI-assisted DAST tooling is headed, but no running system requires a change today.
- SOC/IR — Learn: Illustrates how automated exploit synthesis tools are maturing; useful context for understanding the evolving offensive AI tooling landscape, but the paper yields no IOCs or detectable TTPs to act on now.
- Leader — Skip