Topic
Practices and infrastructure for discovering, prioritizing, disseminating and remediating software vulnerabilities.
Anthropic's model reasons its way to new bugs instead of matching known CVEs, and one vendor-sourced breakdown puts comparable capability in wider hands inside six to 24 months.
Reality
Black Kite's read of 13,336 disclosed incidents puts 73% of victims in the mid-market, a share that held while volume rose 44%. The upper band is the only one shrinking.
Reality
V-etalon has no release date, no repository, and no published evaluation. Teams still treating NVD enrichment as authoritative should line up a second source now.
Reality
Tenable says context can cut remediation to 1.6% of findings. If that holds, the scarce resource next year is asset truth, not patching speed.
Reality