Frozen evidence
Every published result must resolve to an immutable dataset snapshot and source-query checksum.
Research program
Security evidence before statistics.
Sentrail research uses frozen datasets, explicit denominators, reproducible queries, documented exclusions, and independent review gates. Our protocols are publicly discoverable; quantitative results are published only after their evidence clears those gates.
Research protocol — not a published report
State of Vibe Coding Security 2026
Results not yet published
Read the planned methodology and its limitations. We have not yet published a validated dataset or quantitative findings. For source-backed material available now, browse the security incident records below.
Review the research protocolVisible denominators
Each category uses only projects with complete evidence for its required checks.
Review before reach
Methodology, data, technical, and editorial approval precede publication of quantitative results.
Published source records
While the quantitative report remains gated, the incident database contains separately classified, individually cited records with visible update histories.
Browse security incidents