Plan, build, and fix short-form videos like an editor, using hook-first structure, caption-aware visual design, Remotion/FFmpeg assembly, and reject-regenerate review loops instead of one-shot automation.
Build a full short from brief to reviewed MP4 while keeping script, audio, visuals, captions, and validation aligned as one edit.
Generate and evaluate multiple short-form hook, title, cover, opening-frame, and platform-packaging variants before scripting or rendering, then choose a default and preserve the rationale.
Turn publish receipts and performance metrics into reusable style-profile or niche-profile updates that say what to repeat, kill, or test next.
Generate platform-specific publish metadata, fit checks, and upload checklists for short-form and social video without auto-uploading.
Review scripts, timelines, scene plans, or rendered shorts for retention and mobile pacing before final render approval or publish readiness.
Review a short before or after production using quality gates for hook, retention, clarity, payoff, risk, and platform fit without promising guaranteed virality.
Extract approved longform highlight candidates into clip-local video, audio, timestamps, visuals, and clip-plan artifacts after selection, boundary snap, and approval.