4 sources filed · EN 1 · RU 1 · JA 2
NVD: 74 of 74 within 2 hours, median 0.8 hours.
74CVEs with 2026 records added to CISA's KEV catalogue between 1 September and 7 November 2026
Alert sources: dark web breach cards, identity and access anomalies, infrastructure alerts, financial risk events.
15-30 minutesmanual handling time per case before automation
Input is one alert as an evidence pack E1...En; output is a JSON card with a four-class verdict, claims citing evidence numbers, MITRE ATT&CK techniques, gaps and next checks.
39 of 100 to 0 of 100needless escalations on held-out real lab alerts before and after adding 215 real benign cases to training
Per-PR review: when a PR is ready for review, an agent reads the diff and nearby code for quality, security and compliance; review criteria live in the repository as a Skill that developers can also run locally.
$0.01-0.1cost per AI security review of a pull request, using open-weight models on Fireworks AI