the full ingestion pipline of the pulse is upgraded, worked on flaws and rectified them, solved over 10 major flaws

Added Research paper feature, removed python slim in docker, ingested with playwrite

feat: production-ready backend with audio fixes and CORS update

implemented a critical fix for the logging and error reporting. The 3 duplicates you saw in the logs were actually 3 write errors that were being misreported as duplicates

Backend: Fixed Bloom Filter saturation with ScalableBloomFilter upgrade - handles unlimited URLs