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Medical & research
Literature, trials and practice admin — kept on your machine. Clinical research means watching literature, trial registries and guidelines — under rules that say patient data does not leave the building. Altoquant is local-first by design: the collection runs on your machine and the corpus is yours.
You say itonce, in a terminal
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Live sessionan agent works, you watch
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Jobsscheduled, verified runs
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Kept locallyfiles + full history, yours
Session — claude · weekly literature sweep
~/research ❯ claude
› weekly sweep: GLP-1 outcomes
● Queried PubMed (new since 06-05: 23)
● Downloaded 19 → corpus/2026-W24/ (4 already collected)
corpus growth, papers/week
W21 ▓▓▓▓ 4 W22 ▓▓▓▓▓ 5
W23 ▓▓▓▓▓▓▓ 7 W24 ▓▓▓▓▓▓▓▓▓ 9
2 papers report renal endpoints → notes/renal.md
✓ all local · nothing sent anywhere
The corpus map
GLP-1 outcomes — week 24
┌─ renal endpoints (2 new) → notes/renal.md
papers (19) ──────┤
└─ CV outcomes (5) · weight (8) · other (4)
┌─ NCT0481x phase 3 · amended 06-09
trials ───────────┤
└─ NCT0512x recruiting · unchanged
guidelines ──────── ADA 2026 §9 · unchanged ✓
everything linked, deduplicated, and local
The jobs that emerge
literature-sweepweeklyNew publications on your topics, downloaded, deduplicated and filed by week.
trial-watchweeklyClinicalTrials.gov checked for new or amended trials matching your criteria.
guideline-watchmonthlySociety guideline pages compared against the versions you have; changes summarized.
practice-reportmonthlyThe practice’s monthly numbers assembled from your own exports — on your machine.
Where the data lives
Patient data and research topics never leave your machines. There is no account and no cloud requirement — local-only mode works forever.
What you get
- A literature corpus that grows weekly without manual collection
- Trial and guideline changes surfaced instead of discovered late
- Admin reports without exporting sensitive data to anyone
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