Newly released CVEs across every platform — sleek to read, verbose on demand, and served raw as markdown for AI and agent ingestion. Severity reads as depth: the deeper the contact, the graver the threat.
Depth = severity + exploitation
CVE-2026-31221High· 7.8PyTorch Lightning load_from_checkpoint has an insecure checkpoint deserialization
CVE-2026-44484Critical· 9.8Compromise of PyTorch Lightning PyPi Package Versions
CVE-2024-8019Critical· 9.1PyTorch Lightning path traversal vulnerability
CVE-2024-8020High· 7.5PyTorch Lightning denial of service vulnerability
CVE-2022-0845Critical· 9.8Code Injection in PyTorch Lightning
CVE-2021-4118High· 7.8pytorch-lightning is vulnerable to Deserialization of Untrusted Data
A summary of everything that shipped over the last two weeks — the whole corpus is open, agents get change feeds, alias resolution and EPSS movers, and the data now includes CVE.org, vendor CSAF, aggregated exploits and per-source scores.
A step-by-step guide to plugging VulnSea into automated and agentic workflows — poll the delta, triage without burning tokens, match an SBOM, and let an MCP-native model do the reasoning.
CVE and 0day intelligence that reads like an instrument — built for analysts and AI agents alike. Here's what it does and where it's going.