Production-grade screencap-driven explainer with shot-by-shot directions,
on-screen text, voiceover script, and recording checklist. Maps every
beat to a judging criterion:
* 0:00-0:08 hook (3 AM stakes)
* 0:08-0:25 environment (4 LLMs, 9 failures, 3 rogue-AI) [Innovation 40%]
* 0:25-0:50 training (3B + GRPO + curriculum + HF Jobs) [Pipeline 10%]
* 0:50-1:25 split-screen Random vs Trained on same seed [Reward Improv 20%]
* 1:25-1:45 reproducibility + 6 LoRAs published [Storytelling 30%]
* 1:45-2:00 CTA + end card
Includes voiceover-only script for the recording session, OBS scene order,
recording tips, and an optional 60-second social cut for Twitter/LinkedIn.
Co-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>