industry-analysis
Safeguard articles tagged "industry-analysis" — guides, analysis, and best practices for software supply chain and application security.
87 articles
Why Scanning AI-Generated Code Requires Different Heurist...
AI coding assistants write fast but fail differently than humans do. Learn why scanning AI-generated code needs new heuristics for hallucinated dependencies.
Do Code Review Practices Need to Change When Half the Cod...
AI now writes up to half of production code. Here is why traditional code review breaks down on AI output, and what teams need to change.
The Missing Guardrails: Why So Few Teams Scan AI Suggesti...
AI writes most new code, but few CI pipelines scan it before merge. Here's why the AI code scanning adoption gap exists — and what closes it.
The False Sense of Security Effect in AI-Assisted Develop...
AI coding assistants make developers write faster and trust more — even when the code is less secure. Here's what the data shows, and how to close the gap.
ASPM vs Traditional Vulnerability Management: What Actual...
ASPM doesn't replace your scanners — it correlates their output with runtime reachability and ownership to cut a 10,000-finding backlog down to the handful that actually matter.
Benchmarking Mean Time to Remediate Across Company Size a...
MTTR benchmarks vary 2-5x by company size and industry. See how financial services, healthcare, and mid-sized firms compare — and what a realistic 2026 target looks like.
Reading the Tea Leaves of Security Vendor Partner-of-the-...
Vendor Partner-of-the-Year awards dominate cybersecurity conference season. Here's what the criteria really measure — and the supply chain risk they don't.
Are AI Coding Assistant Vendors Ready to Own Their Securi...
AI coding assistants ship indemnification for copyright suits, not for the vulnerabilities they introduce. Here's the liability gap enterprises need to understand.
How Analyst Firms Are Redrawing Category Lines Around ASPM
Gartner, Forrester, and other analyst firms are redrawing the boundaries around ASPM, CNAPP, and traditional AppSec testing — reshaping how security teams buy and organize tools.
Reading Between the Lines of Vendor Research Reports: A M...
Vendor-sponsored security reports shape budgets and policy, but their methodologies rarely survive scrutiny. Here's how to read them critically.
Exploring vulnerabilities in GitHub Actions workflows
From the tj-actions/changed-files hijack to PyTorch's self-hosted runner breach, real incidents show how GitHub Actions workflows keep getting exploited.
Malicious postinstall scripts in npm packages
From eslint-scope in 2018 to the 2025 Shai-Hulud worm, npm postinstall scripts keep delivering malware before any scan or review runs. Here's how it works and what stops it.
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