From Vulnerability Triage to Exposure Validation AppSec credibility is shifting from finding more issues to proving what materially changes exposure: exploitability, tenant impact, failed assumptions, and what engineering should do next.
In Legacy Codebases, AppSec AI Is Mostly a Context Problem In large legacy codebases, AI AppSec quality depends less on finding a smarter model and more on extracting enough structure and context to avoid shallow analysis.
