Required deliverable for Kaggle submission. Script is in VIDEO_SCRIPT.md at repo root (2:50 target, ≤3:00 hard limit).
Beats:
- 0:00–0:18 hook (Doruk on camera, CVE-2026-33896 stakes, "10+ CVEs in 200M+ DL/mo packages")
- 0:18–0:35 the twist ("what if the model itself could tell you...")
- 0:35–1:05 the bridge (Efe on camera, interpretability + Obeso paper)
- 1:05–2:15 demo (full-screen GemmaForge UI, click presets, watch the meter)
- 2:15–2:40 why it matters (both on camera)
- 2:40–2:50 close (title card + GitHub URL)
Production prep:
- Boot local server first:
python -m src.stream_with_probe --serve (takes ~45s for model load)
- Then open http://localhost:8787/ in a fresh browser window
- Demo presets are already tuned for the contrast story
- Upload final cut to YouTube public, paste link into Kaggle writeup
DoD: a working YouTube link in the Kaggle writeup. Both faces on camera before 1:05.
Required deliverable for Kaggle submission. Script is in
VIDEO_SCRIPT.mdat repo root (2:50 target, ≤3:00 hard limit).Beats:
Production prep:
python -m src.stream_with_probe --serve(takes ~45s for model load)DoD: a working YouTube link in the Kaggle writeup. Both faces on camera before 1:05.