personal-ai-intelligence-tool
Sipply — Full-stack AI news aggregator. Next.js + FastAPI + PostgreSQL. 11-stage daily pipeline: ingest → ML score → cluster → LLM summarize → email digest. TF-IDF scorer (Pearson r=0.75), bilingual EN/ZH. Deployed on Railway + Vercel.
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Per-day rates divide a measured star count by the days it covers: the interval between two snapshots for Rising fastest, the age of the repository for New and fast. They are not fixed 24-hour changes, and stars show interest, not quality.