Hallucinated Security Findings: Measurable Rates
Pure-LLM security analysis hallucinates findings at rates between 20% and 70% depending on the task and model. Grounding is the architectural answer.
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.
Pure-LLM security analysis hallucinates findings at rates between 20% and 70% depending on the task and model. Grounding is the architectural answer.
After the September 2025 phishing wave and the December evm-units removal, the crates.io team announced a notification policy update in February 2026 and the Rust Foundation deployed crate-scanning infrastructure funded by Alpha-Omega.
dotnet restore is supposed to be deterministic. In practice it is deterministic in ways that matter less and non-deterministic in ways that matter more.
Kimsuky has pivoted from diplomats to developers. A look at the tradecraft behind its supply-chain-flavored operations and what engineering orgs should do about it.
Sonatype Lifecycle's IQ Server ships weekly to cloud and monthly to self-hosted in 2026. We tracked the Repository Firewall changes and compared against JFrog Curation.
An honest security buyer's review of Cursor Enterprise for 2026: data handling, model isolation, audit posture, and the gaps to negotiate before signing.
Snyk Container scans Docker and OCI images for OS and dependency vulnerabilities and recommends better base images. Here is how it works and where its limits are.
IaC security scans Terraform, CloudFormation, and Kubernetes code before deployment—catching misconfigurations before they become breaches.
A year after the tj-actions/changed-files compromise leaked CI secrets across thousands of GitHub repos, what did we fix and what is still dangerously convenient?
Weekly insights on software supply chain security, delivered to your inbox.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.