Science publishes 10,000 papers a week. You need twelve.
R&D Amplifier reads the literature end-to-end on one local machine — scores every paper, maps the field, and rewrites the signal into articles worth your evening.
Ingest
Pull the source PDF and metadata from arXiv, bioRxiv and peers — on schedule, in your domains.
Parse
Full text, figures, references — reconstructed into clean structure the models can actually reason over.
Score
Novelty, applicability, quality. Anything below the signal gate never reaches your feed.
quality gateWrite
A persona-driven rewrite: engineering deep-dive, critical review or narrative — matched to the paper.
Evaluate
Every draft is judged against the source. Below the gate it is regenerated, not published.
quality gatePublish
Site, knowledge graph, Telegram digest — with the model and score printed on the page.
The signal,
distilled.
The top articles that cleared both gates. Each one names its model, its persona and its score.
keep scrollingSmall ensembles of adult-born neurons in the dentate gyrus drive fear memory ...
Small ensembles of adult-born neurons in the dentate gyrus drive fear memory consolidation during REM sleep
αKG-Carnitine Axis Discovered to Drive DNA Repair and Cancer Drug Resistance
Ultralytics YOLO26: Advancing the Pareto Front of Real-Time Vision Models
Erucamide activates myeloid cells via TMEM19 to rescue retinal neurovascular ...
Erucamide activates myeloid cells via TMEM19 to rescue retinal neurovascular degeneration
Every paper leaves a trace.
Methods, models, findings — extracted from every analyzed paper and linked into one navigable map of your field.
Research, amplified.
A morning digest of everything that cleared the gates — in Telegram, before your first coffee.