Market scanner and content pipeline
Two systems built for GuruPolymarket: agents that watch prediction markets around the clock for anomalies, and a pipeline that turns a written script into a finished narrated video with no manual steps.
Visit gurupolymarket.com- Python
- Astro
- ElevenLabs
- Whisper
- ffmpeg
- spaCy
The scanner
Agents poll the venue continuously, tracking price movement, volume and newly listed markets, and surface anything that looks anomalous against its own recent behaviour. The useful part is not the alerting but the filtering: a prediction market venue generates an enormous amount of uninteresting movement, and the value is in the thresholds that decide what is worth a human's attention.
The production pipeline
A markdown script goes in and a finished, narrated, captioned video comes out. Narration is generated from text, word-level timestamps are recovered by forced alignment, the audio is split into per-segment clips, the edit is assembled programmatically, and the result is rendered and published. There is no timeline anyone drags clips around on. It has been run repeatedly in production rather than demonstrated once.
The platform
Both feed a bilingual education site covering prediction markets for Spanish speakers — tutorials, market analysis, a glossary and a blog — built as a static site with the performance and accessibility work done properly rather than bolted on.