Automatically find and score this week's research papers

flowchart TD trig(["weekly schedule"]):::trigtime s0["search papers by category"]:::svc s1[["filter duplicate papers"]]:::mi s2["AI scores each paper"]:::task s3["compile scored list"]:::task trig --> s0 s0 -->|"one per each new paper found"| s1 s2 --> s3 gx{"× is the paper a duplicate"}:::gate s1 --> gx p00["discard paper"]:::task gx -->|"duplicate found"| p00 p10["score the paper"]:::task gx -->|"new paper"| p10 p00 --> s2 p10 --> s2 out[/"weekly scored list of papers"/]:::out pay{{"filters research noise saves time"}}:::pay s3 --> out out --> pay classDef task fill:#e7f6fe,stroke:#34b8f0,color:#2c2a29 classDef svc fill:#f6f8fa,stroke:#7c8795,color:#2c2a29 classDef mi fill:#e7f6fe,stroke:#0079a8,color:#2c2a29,stroke-width:2px classDef human fill:#fff,stroke:#0079a8,color:#0079a8 classDef store fill:#f6f8fa,stroke:#0079a8,color:#2c2a29 classDef trig fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigtime fill:#00a4eb,stroke:#0079a8,color:#fff,font-weight:bold classDef trigdata fill:#8ad4f5,stroke:#0079a8,color:#06314c,font-weight:bold classDef gate fill:#fff,stroke:#e8a23d,color:#6b4708,font-weight:bold classDef out fill:#1f9d6b,stroke:#167a53,color:#fff,font-weight:bold classDef pay fill:#06314c,stroke:#021f33,color:#fff