Skip to main content
Upload a set of papers on a molecular target and ask Anara what the current mechanistic consensus is, where competing hypotheses diverge, which cell types and animal models are used, and which papers make specific mechanistic claims. Each answer cites the exact passage. For preclinical researchers building a mechanistic model across a curated literature set.

1. Describe the task

You have collected the papers on your target. The mechanism is distributed across them: one paper establishes the signaling pathway, another defines the cell types, a third proposes a competing hypothesis, and a fourth calls the animal model into question. Holding all of this simultaneously while writing a grant or a patent application is the part that takes weeks. Anara reads across your paper collection and answers mechanistic questions directly, citing the passage that supports each answer. You interrogate the literature the way you would interrogate a colleague who had read all of it: ask about consensus, ask about where papers disagree, ask about specific experimental details from a specific figure, ask Anara to find the paper you remember reading but cannot place. The citations link back to the actual passages so you can verify every claim before it goes into your regulatory justification or your manuscript. Here a gene therapy researcher has uploaded 200 papers on AAV vector biology and needs to establish the regulatory justification for relaxing replication-competent lentivirus testing in a four-plasmid production system.
Across the papers in my library on AAV vector biology and lentiviral production systems, answer the following questions:

1. What is the current consensus on whether replication-competent lentivirus has been detected in four-plasmid production systems? Cite every paper that addresses this directly.
2. Which papers make the argument that RCL testing requirements could be relaxed for four-plasmid systems, and what is their evidence?
3. Are there any dissenting papers that argue against relaxation, and on what grounds?

For each answer, quote the specific passage and cite the document.

2. Give Anara context

Required context
  • The papers on your target or system, in a folder in your library. The more complete the collection, the more comprehensive the mechanistic synthesis.
Optional context
  • A list of the specific mechanistic questions you want answered. The Socratic format works best when you give Anara a question to answer rather than a topic to summarize.
  • The regulatory or scientific context you are building toward: a grant application, an IND justification, a patent claim. This tells Anara which mechanistic details are load-bearing and which are background.

3. What Anara creates

A cited answer to each mechanistic question. Where papers agree, Anara synthesizes the consensus and cites each paper separately. Where they disagree, it presents each camp without merging them. The output is the mechanistic model you are building, grounded in the literature you have collected.

4. Follow-up prompts

Interrogate a specific figure or result

When you want to verify a mechanistic claim against the primary data.
In the Earley et al. paper in my library, which CDR residues are identified as making contact with the paratope in the structural analysis? Quote the methods section passage that describes this and the results passage that reports the specific residues.

Find the paper you remember reading

When you know a paper exists but cannot place it.
I remember reading a paper that argued against using the HEK293T cell line for certain AAV production applications because of integration risk. I think it was published in the last five years. Search my library first, and if it is not there, search the academic index.

Map where the competing hypotheses diverge

When two mechanistic camps are present in your literature and you need to characterize the disagreement for a grant or manuscript.
Some papers in my library argue that the primary mechanism involves direct receptor binding, while others argue for an indirect pathway through adaptor proteins. Identify the papers in each camp and characterize the specific experimental evidence each side uses to support its position. Do not synthesize them into a single account.

5. Tricks, tips, and troubleshooting

How you word your prompt shapes what you get

Ask specific mechanistic questions rather than broad summaries. “What does my library say about AAV biology?” produces an overview. “Which papers address AAV9 tropism in non-human primate CNS models and what do they report about peripheral off-target transduction?” produces a targeted, cited answer. For complex mechanisms, ask Anara to walk through each pathway step sequentially.

Check the output against your own understanding

Anara matches questions to passages using semantic similarity. A retrieved passage may be adjacent rather than exactly on point. For any claim going into a regulatory submission or manuscript, read the cited passage yourself. When Anara’s interpretation of a figure differs from your reading, say “that is not what Figure 3 shows, regenerate.” Hallucination risk is highest for quantitative claims: verify specific numbers, p-values, and percentages against the primary text.

What to do with the output next

Use the mechanistic map as the framework for your grant background or patent claims. Ask Anara to draft the background section using the map as an outline, citing each claim to the identified passage. For regulatory submissions, open each session with the constraint: “only use evidence from documents I have uploaded, do not draw on general scientific knowledge.”