Build a reliability-first SaaS platform that automatically discovers what’s going viral within a user’s chosen niche, transforms those trends into original, AI-generated short-form videos, and publishes them at user-defined frequencies across Facebook, Instagram, Threads, TikTok, YouTube, X.com, and LinkedIn—all while respecting each platform’s API limits and posting policies. The system continuously analyzes viral signals (velocity, engagement patterns, hooks, formats, captions, and hashtags), extracts trend “DNA” (patterns rather than clones), and uses that intelligence to generate scripts, visuals, captions, CTAs, and hashtags optimized per platform. Video generation is pluggable and provider-agnostic, supporting Bring-Your-Own-Key (BYOK) integrations with third-party AI services and a self-hosted fallback pipeline to guarantee uptime and protect margins. A first-class LoRA Character System enables consistent, recognizable AI characters across multi-scene videos. Users can design characters inside the platform or import third-party LoRAs (e.g., from Civitai), manage versions, enforce licensing rules, and maintain visual identity through controlled prompts, weights, and seeds. The platform includes a robust scheduler, auto-posting connectors for all supported networks, optional human-in-the-loop review, and a feedback loop that learns from post performance to continuously improve future content. The result is a scalable, high-margin content engine that turns viral data into consistent, on-brand video output—automatically and reliably.