Daily literature triage
Reads new PubMed, bioRxiv, ChemRxiv, and patent filings. Filters against your target list. Delivers a ranked digest of the 8 papers that matter to your project, every morning at 7am local.
Saves ~6 h / week / scientist
Each workflow is a versioned, evaluated, observable agent program. Run them as-is, fork them, or compose them into your own pipeline.
Reads new PubMed, bioRxiv, ChemRxiv, and patent filings. Filters against your target list. Delivers a ranked digest of the 8 papers that matter to your project, every morning at 7am local.
Saves ~6 h / week / scientist
Given a phenotype, ranks druggable targets by literature support, structural tractability, and IP whitespace.
Continuously monitors competing pipelines, clinical trials, and grant awards. Alerts on material moves within 24h.
Cross-reads disparate domains to propose mechanistic hypotheses, with the citations that motivated each.
Validated against UCSC hg38 / mm39. Off-targets checked via Cas-OFFinder.
CRISPR libraries optimised for on-target activity and minimal off-target hits.
Generates parameterised, ELN-ready protocols from a one-line intent.
Designs dose-response curves with statistical power baked in.
Reads gel images, segments bands, normalises to loading control, produces a publication-ready figure.
Salmon → DESeq2 → GSEA. Reproducible, containerised, documented.
Cell segmentation, colocalisation, statistics across conditions.
From raw to ranked hits with intensity statistics and confidence scoring.
Reads your ELN. Produces a journal-ready Methods §. Citations validated against the literature.
Aims, Significance, Innovation, Approach, tailored to NIH, ERC, Wellcome, or your favourite funder's template.
Cross-references reviewer comments with your data and drafts point-by-point rebuttals.
Turns the abstract into a 200-word summary your communications team can publish.
Watches inventory. Suggests reorders before a freezer runs dry. One-click PO.
Generates compliant first drafts from project metadata.
Personalised reading list + protocol walkthroughs.
Coordinates shared instruments across the lab with conflict detection.
Author in plain English, drag-and-drop, or hand-write the DSL. All three compile to the same Temporal program, and the same eval suite runs against all of them.
# sciento/workflows/triage_daily.yaml workflow: daily_literature_triage trigger: cron("0 7 * * 1-5", tz="America/Los_Angeles") steps: - read: [pubmed, biorxiv, patents.uspto] since: "24h" filter: project.targets ∪ project.pathways - rank: model: sciento/specialist-bio-v3 criteria: [novelty, reproducibility, relevance] verifier: independent - write: to: slack(#discovery), email(team@lab) template: morning_digest - audit: full
If we can't automate it in two weeks, we'll tell you.