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AIInternal product
CARVER-AI
Video-in, security-assessment-out pipeline with multi-model LLM orchestration
- Role
- Full-stack engineer (client project)
- Client / product
- Freelance client
- Years
- 2025–2026
- Status
- Shipped
Overview
System that analyzes a short video of a facility and produces a security assessment based on the CARVER methodology: entity discovery with bounding boxes, per-entity scoring, design-basis threats, mitigations and an executive summary. A second stage runs a Red/Blue Team simulation with Black Team adjudication, and results can be rendered as video (OpenAI Sora 2, moved to Google Veo 3 in December 2025). Later work added baseline discrepancy analysis, Word report export and FFmpeg video overlay export.
Private client code
Highlights
- Six-step Gemini pipeline: entity discovery, CARVER scoring, design-basis threats, mitigations and executive summary.
- Red/Blue Team simulation on xAI Grok with Black Team adjudication and time-to-detect / time-to-respond metrics.
- Video generation from simulation results (overview, defense, attack, full engagement), first on Sora 2 and later Google Veo 3.
- HUD overlay on video, timeline heatmap, and likelihood-vs-impact and CARVER scatter charts.
- Word report export with charts and FFmpeg bounding-box video export.
Technology
Platforms
Web
Node.jsExpressReactViteTailwind CSSGoogle GeminixAI GrokOpenAI Sora 2FFmpegmulterZodGoogle Veo 3