[KongchangAI]
Unverified50% confidenceSolutionExact time

The case study's method: first run deterministic scanners (Gitleaks, Trivy, Semgrep, Hadolint) to generate a ranked findings document, then layer on three model stages—the discovery stage treats scanner output as clues and reads source code against the OWASP and CWE frameworks, the chain investigation stage combines individual findings into attack paths, and the triage stage confirms whether the findings are viable.

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50%
Confidence
Long-term
Relevance
10/15/2026
First Seen

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