Literature and mechanistic evidence
Keep search queries, source locations and disagreements; state which full texts were actually read.
Life sciences
Connect experimental literature and controls with replicate checks, exploratory analysis, mechanistic arguments and research communication.
Start with a focused task
Experimental design and controls
State the question, assumptions, design and comparison conditions; flag choices needing researcher review.
Experimental data and replicate checks
Check variables, units, missing values, duplicates and provenance; record changes without silent imputation or deletion.
Quantitative results and exploratory analysis
Check material and method suitability first; execute required calculations and deliver code, results and limitations.
Mechanistic claims and alternative explanations
Use independent checks, alternative explanations or applicable sensitivity checks; report failure conditions and unresolved issues.
Experimental figures and results
Create figures and tables from checked results with units, captions and sources; retain reusable code.
Methods, results and manuscript writing
Draft from actual materials and results, check numbers and citations, and identify drafts and unknowns.
Lab meetings, peer review and defense
Deliver issue lists, point-by-point responses or presentation material; distinguish corrections, missing evidence and unresolved issues.
Current scope
Check interpretations against the source. This does not validate mechanisms, provide general omics analysis, or certify laboratory safety.
Research examples
Browse research outputs and find a starting point for your task.