Can an LLM find the same bug twice? What repeatability benchmarking reveals
In a 300-run benchmark, the best LLM scanner hit 75.4% F1 while a deterministic SAST baseline hit 100% — but the real story is in what varies between runs.
Deep dives, practical guides, and incident analyses from engineers who build Safeguard. No fluff, no vendor FUD — just what you need to ship secure software.
In a 300-run benchmark, the best LLM scanner hit 75.4% F1 while a deterministic SAST baseline hit 100% — but the real story is in what varies between runs.
32 releases under the trusted @redhat-cloud-services npm scope shipped credential-stealing malware in June 2026 — with valid SLSA provenance attached.
Snyk found 76 confirmed-malicious skills among 3,984 analyzed and roughly a third of public MCP servers carrying exploitable flaws — legacy AppSec never modeled an agent as the author.
jqwik 1.10.0 shipped a hidden instruction telling AI coding agents to delete their own tests, then erased it from the terminal with ANSI codes — protestware built for agents, not humans.
Claude's May 2026 enterprise and desktop expansion put MCP tool calls in front of compliance teams and IDEs alike — governance can no longer be an afterthought.
80-90% of the average codebase is open source, built largely by unpaid maintainers — Snyk's year-old maintainer program now covers 60+ projects for free.
Snyk's CLI remediation agent pushed fix rates from 23% to 45% with an intelligence layer — but the harder problem is making an agent developers trust to touch their lockfile unsupervised.
Snyk analyzed nearly 10,000 real developer environments and found 43% run 2+ AI coding tools at once — with MCP servers and skills quietly widening the attack surface.
NIST now fully enriches a fraction of CVEs — on April 15, 2026 it moved to a triage model that leaves most of 2025's 48,185 published CVEs without a timely severity score.
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