Running 7 scanners is a thread pool and an afternoon. Making them agree on what a finding is — one shape, one severity scale, one row per problem — is the whole product.
Tag: Security
2026
Four years of data on frontier AI releases and security. No breach wave followed each launch. Published flaws doubled in 2026, exploitation rose almost as fast, ransomware barely moved, and the PHP2Shell disclosure on 21 October showed how fast the gap between finding a flaw and using it can close.
Six rules for putting a model anywhere near an investigation: assume it will be confidently wrong, keep every claim traceable to a fetched artifact, and treat a page you collected as something that might be talking to your model.