3 lessons from frontier AI vulnerability research

From frontier capability to scale Shift 2. From token consumption to reasoning economics Shift 3. Validation and remediation as a continuous learning loop Transferring security research to help open source projects Open-source vulnerability reporting snapshot Measured costs of automated validation FORGE OSS Bug Hunt Party: Human coordination at scale (Hackathon) Akrites: Coordinated effort to remediate vulnerabilities What’s next for FORGE Lab?