Browse: trending sort (Hub trendingScore top 1000, refreshed every 15 min; papers by upvotes); animation: rests at stations + fading trails

README: Daily Papers

About panel: Daily Papers, inherited topics for quants, worker in this Space

Live: ticker shows every worker event (skips too), scoring-now item, list refresh age; no-store on events/status; worker flush 60 s

Status: report app RSS

API performance: Polars metadata, NumPy masks, orjson, 20 s response cache, slim payloads (raw scores as a list)

Port to FastAPI + Granian Docker Space: /api/* JSON routes, fetch() frontend, single supervised ingest worker (file lock + wait for previous worker)

Run the ingest worker inside the Space (cpu-upgrade, rw bucket mount, Daily Papers, cap 1500, inherit quants)

Polish: cat48-v1.1 prevalence-matched thresholds, worker ticker + live events animation, all-items view, picker all/none, new/updated badges, paper dates, About panel, README

Read precomputed scores from the hub-firehose bucket (read-only mount at /data); Live + Browse modes; no model in the Space (cpu-basic)

Fix init before catalogue loads; marks threshold = middle of best-F1 plateau; wrap topic names

48-topic catalogue in one call + dev-tuned thresholds (cat48-v1); custom topics scored separately; broad=max(broad,narrow); thresholds from confirmations; sort/new-updated/stream line; cheap card pre-filter; how-it-works replay; hide train panel

Scoring: names-only multi-label task with subject-area prompt, bf16, no truncation; fitted default thresholds; descriptions become notes; hide few-shot rescore

Topic editor collapses on Done; feed topics list; calibrate entered from a topic

Key confirmations by the fetched source, not the selected tab

Remove stray ruff cache

UI: topic editor, per-item confirm, compact score bars, clean snippets, mock train flow

Pin gradio 6.16.0 (Server + hub<1 for gliner2)

Switch to gradio.Server with custom frontend, few-shot rescoring

Delete files __pycache__/ with huggingface_hub

Topic Feed Lab MVP

initial commit