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.
Flagship report
State of Vibe Coding Security 2026
Validation blocked · no statistics published
The methodology, category definitions, dataset query, chart contracts, and review workflow are available for inspection. The current evidence has not cleared the precommitted sample, confirmation, freeze, and technical-review gates.
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