- Before
- Spends an afternoon pulling a plasma series, a patent and an internal report together, then checking every figure by hand.
- Now
- Asks once, gets a cited answer and an evidence table in seconds, and keeps it in the programme notebook.
One question, from asked to kept
Dr. Maya Chen, a translational scientist on Programme CVT-416, needs to know what is known about resistance to KRAS G12C inhibitors through MET amplification. Here is what happens, screen by screen, in the working solution.
- 01Morning
What is new in her programmes, already sorted
Dr. Maya Chen · Translational scientistOvernight the library agent indexed 1,284 new records, and the watch agent matched them against what Maya asked to be told about. Her home page lists a new 212-patient plasma series, an updated in vivo pharmacology summary for Study RX-0942, and a patent family whose claims 4 and 7 touch the study plan.
“Annals of Molecular Oncology · indexed yesterday · matches your watch “KRAS G12C resistance””
- 02One question
Asked in plain words, scoped to what she may open
Dr. Maya Chen · Translational scientistMaya asks the question as she would ask a colleague. It is scoped to Programme CVT-416, across papers, patents, internal reports and lab notebooks she may open, from 2021 to 2026. The steps run in view: 128,412 sources searched, 36 passages read in full, an answer written across 7 sources, 3 of them our own.
“Checked every sentence — 9 sentences, 9 supported by the passage cited, 0 removed”
- 0311 seconds later
A short answer, then the detail, one claim a sentence
Research agentMET copy gain is the most common single escape route — 23 of 212 people at progression, 10.8% — and the VLT-302 cohort matches at 4 of 38. Plasma shows the gain a median of 46 days before the matched biopsy, and adding a MET inhibitor restored suppression in published models and in RX-0942. Every sentence carries a numbered citation, and the answer is marked high confidence.
“A published family claims the combination at 200–400 mg of the MET inhibitor, which overlaps the 300 mg arm in the current plan.”
- 04Side by side
Five studies in one evidence table
Research agentThe plasma series, the pooled paired plasma and tissue cohorts (389 people), the cell and xenograft models, Study RX-0942 and the VLT-302 cohort — each with its design, size, what it found and what it means. Beside it, the sources used, with internal work marked “Our own”.
- 05One click
The source, opened at the passage
Dr. Maya Chen · Translational scientistAny row or citation opens the source on the page it was read from — here page 3 of 14 of the plasma series, with the sentence on 23 of 212 samples highlighted. The panel says why it came back and who may read it.
“The citation checker read the sentence against this passage and found it fully supported.”
- 06Kept
The answer goes into the programme notebook
Dr. Maya Chen · Translational scientistMaya keeps the answer as “Resistance through MET copy gain — what we know today” in Programme CVT-416. The 7 sources, the 9 citations and the five-study evidence table are kept with it, with her name and the time.
- 07Reused
What the team already knows, in one place
Lena Ortiz · Head of translational medicineThe notebook holds what the team decided to keep: plasma at progression as the entry test, the combination restoring suppression, a dosing window that overlaps a published claim, one third of progressions that still show nothing. A programme lead can publish a note to the programme, and the evidence table exports for a report or a review.
- 08When the library is silent
A gap, said plainly
Research agentAsked whether anyone has dosed a MET inhibitor with a KRAS G12C inhibitor in people, the agent says the library holds no such report. It shows what it does hold — models only, RX-0942 in mice, and a patent dose range that is a claim, not a result — at medium confidence, with “Gap noted”.
“No passage in the library reports this combination given to people. Rather than write a sentence without a source, here is what the library does hold.”
- 09Every week
How the literature is being used
Lena Ortiz · Head of translational medicine318 questions answered by 46 scientists in the last 30 days, 2,914 sentences checked and 7 cut in draft, 94 answers kept and reused 212 times. 31% of cited passages come from internal research reports.
“Nearly a third of every answer comes from our own research reports — work the company already paid for and could not find before.”
- 10Set once
The rules the answers follow
Dana Okafor · Library administratorEvery sentence must carry a source, confidence shows on every answer, and sources older than 2021 are marked when cited. Internal reports and lab notebooks are open only to their programme team, and every question is logged with the passages returned.
Switching “Sentence must carry a source” off is locked: only the library administrator can change it, and the change is written to the audit trail.