
DirectDefense CSO lists ten long-horizon software security practices
Walcutt says his research found 44% of AI-generated coding tasks introduced a known vulnerability.
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Walcutt says his research found 44% of AI-generated coding tasks introduced a known vulnerability.

Northwestern researchers found AI vulnerability patches often stop crashes yet fail the maintainers' own tests.
Authors add environmental and security fitness functions to FAIR-based research-software sustainability checks.
A Java mining study finds 561 security features are large, scattered, and tangled beyond library calls.
TraceVIC ranks vulnerability-inducing commits by reasoning over how vulnerable code evolves across revisions.
Researchers formalize security feature location, mapping code regions to security features like authentication and encryption to audit implementations.

CISA's FY2024-2025 vulnerability review urges eliminating recurring vulnerability classes, finding 41.5% of 2025 KEV entries map to persistent 'stubborn weaknesses'.
ESET's Black Hat USA 2026 coverage weighs whether AI-driven vulnerability discovery will decline and whether it will make future software safer.
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