1. Contextual NLP Gender Classifier
Parses partner markers (e.g. "Husband (41M)" -> Female voice, "Wife (35F)" -> Male voice) eliminating isolated gender misclassification bugs.
regex NLP heuristics • Jenny/Christopher Neural
2. FFmpeg Dynamic Sub-Pixel Compositing
Renders animated word-level ASS subtitles with custom alpha transitions, floating Reddit UI card intro overlays, and strict PTS audio synchronization.
complex_filter • NVENC/x264 • YUVA420p
3. Multi-Tier Fault-Tolerant Ingest
Three-stage fallback architecture: Authenticated Reddit PRAW API -> Direct Datacenter OAuth -> RSS2JSON proxy fallback with regex cleansing.
OAuth2 • RSS2JSON • HTML sanitizer
4. Daemon Supervision & Telemetry
Dual-redundancy Linux systemd service supervision with psutil lockfile coordination, Telegram Bot control, and FastAPI REST endpoints.
systemd • AsyncIO • psutil • FastAPI