Identify the compound and sample
Match the compound’s internal and external names, then check which preparation batch each experiment used.
Review research findings against experiments and source data
Connect compounds, experiments, protocols, raw data, and research decisions. Understand which findings can be compared, which reports share a source, and what evidence is still missing.
Several reports can cite the same experiment
Several reports cite the same experiment but name the tested compound differently. A later experiment uses a sample from another preparation batch, tested at a different temperature and time point. Tracing each finding to its source experiment reveals which results are independent and where direct comparison is limited.
Compare findings with their original experiments
The fictional Lumen Discovery workspace brings together notebooks, reports, and sample records for compound LX-17. Compare the experiments, examine recorded protocol deviations, and prepare a follow-up study for the research team to review.
Find the original experiment
Trace reported findings back to the lab notes and original measurements that support them.
Compare experimental conditions
Review methods, samples, and conditions to establish which results can be meaningfully compared.
Plan the next experiment
Review the evidence behind each conclusion to identify questions the next experiment needs to answer.
Compare experiments, check citations, and plan follow-up work
Establish what can be compared.
Compare A-17’s 24-hour measurement at 37°C with B-22’s 48-hour measurement at 35°C. Review their preparation batches and controls before interpreting the difference; these records do not establish its cause.
A comparison with each sample, condition, and limitation in view.
What can we compare between the LX-17 assays, and which conditions or materials differ?
Identify the experiments behind the reports.
Use experiment and measurement identifiers to connect the notebook, external report, and presentation. The different compound names lead back to A-17, so these reports represent one underlying experiment.
A trace from each research claim to its report and source experiment.
Do the external LX-17 report and program slides add independent experiments?
Plan a study to resolve the open questions.
Summarize the distinct experiments and the limits of comparing them. Draft a study plan with aligned conditions, clearly identified samples, and the required controls for the research team to review.
A research review and follow-up proposal focused on the missing evidence.
Prepare the LX-17 review and a matched-condition study proposal from the evidence gaps.
Literature reviews, handovers, and protocol deviations
Literature reviews
Connect papers by target, compound, and reported method to examine the evidence around a research hypothesis.
Research handovers
Bring protocols, decisions recorded in lab notes, and unresolved questions into a project brief linked to its sources.
Protocol deviation reviews
Compare recurring deviations with the methods, reagents, and experiment records for each case.
EngramRAG
Research records that preserve differing results
EngramRAG matches compound aliases while keeping each experiment, preparation batch, and recorded condition distinct. Saved reviews let the team assess new results alongside earlier findings and unresolved questions.
Distinguish each sample batch.
Match internal and external compound names while preserving the identity of each sample batch.
Preserve how each result was obtained.
Connect reports derived from an experiment to its original data and recorded departures from the protocol.
Carry open questions into the next study.
Keep comparison limits and planned checks available when new evidence arrives.
Prepare existing evidence for the next experiment
Bring protocols, results, and research notes into one workspace so the team can review each finding with its methods, conditions, and limitations.
