Topic
Security controls and visibility folded into build and deployment workflows.
HackerOne says companies cut average vulnerability fix time from 135 days to 62, yet validated findings left unresolved rose 131% over two years. That leaves time-to-fix a poor guide to exposure, and paying the debt down means taking capacity away from feature work.
Reality
AWS's Deception Benchmark found AI vulnerability scanners catch up to 95% of real bugs but flag 41% to 99% of safe code. Its samples were built to fool models, so teams still need their own false-alarm count before sizing the triage work.
Reality
Sonar's Hunter Agent goes after broken access control, business-logic and session-management flaws that the company says used to need manual testing. It reports through CI/CD, where gates have only held rule matches.
Reality
Cycode's Workstation Protection, now in early access, screens installs against a threat intelligence feed and holds back packages updated too recently to vet. It ships inside the device management module Cycode already installs.
Reality
Z.ai has disabled the feature, deleted the cloud data and commissioned two outside assessments. For teams buying coding assistants, the test this leaves behind is measuring what the process sends before approving it.
Reality
The tool boots the running app once an agent finishes a feature, sends findings to Claude Code or Copilot, and rescans to confirm the fix. It costs $10 a seat a month and meters that loop at 50 scans.
Reality
The NCCoE has decomposed SSDF practices into a seven-phase lifecycle in which each phase is a separate environment and no change advances without clearing a control gate. The mapping back to the SSDF itself is future work.
Reality
A devops.com SecMLOps experiment adds encrypted secrets, pattern-checked inputs and SHA-256 hashing to an Apache Airflow pipeline, then lets a final audit task decide whether the run counts as done.
Reality
Real-Time Supply Chain Attack Protection intercepts package manager transactions before install scripts fire, so coverage now depends on which of your build machines already carry the CrowdStrike sensor.
Reality