Research agent / Research workflow

Use a Research Agent for Academic Work

A research agent owns a complete goal instead of assisting one step at a time. You provide the question, materials, constraints, and deliverables; it keeps searching, reading files, running code, and advancing from intermediate results in a cloud computer.

Inputs, Outputs, and Verification for Four Task Types

TaskInputOutputVerification
SearchQuestion, date range, and publication typesQueries, candidate sources, and inclusion reasonsTitles, authors, sources, and links are verifiable
ReadingFull papers and questions to answerMethods, samples, results, and limitationsEvery conclusion can be located in the source
WritingConfirmed literature and section purposeA cited paragraph draftEach citation supports its claim
RevisionRevision goal and content to preserveRevised text and change notesFacts, numbers, and citations remain correct
How it differs from ordinary AI tools

The Agent Executes the Complete Goal; the Researcher Validates Evidence and Methods

Decomposes tasks

For a request to map a field, it plans keywords, source scope, and extraction fields before searching and organizing.

Connects to real sources

Search results include verifiable titles, authors, publications, and source links.

Supports iteration

It inspects the first result and changes course when evidence is weak, code fails, or outputs look abnormal.

Useful across disciplines

Interdisciplinary work uses multiple vocabularies. The agent can expand common expressions across fields for the researcher to screen.

Evaluated by traceability

Check whether sources open and summaries lead to the original passage. Unverifiable content cannot enter a paper.

Works across research materials

A single task can span papers, spreadsheets, datasets, code, figures, and intermediate drafts.

Four Steps in a Research Agent Workflow

STEP 1

Search

Describe the question, date range, and source types. The agent generates queries, retrieves literature, and groups it by topic.

STEP 2

Read closely

Upload full papers and extract the question, methods, samples, conclusions, and limitations before comparing study designs.

STEP 3

Write

Draft from confirmed materials. Every fact and judgment must correspond to a specific source.

STEP 4

Revise

Select a paragraph, state the goal and content to preserve, then verify facts and citations in the revision.

How Scientify's cloud agent executes this task

Use Scientify to Keep Research Running in the Cloud Until Delivery

Scientify's agent plans steps, searches and reads sources, writes and runs code, and decides what to do next from intermediate results inside an isolated cloud computer. Tasks continue after your local computer is offline; researchers return to inspect evidence, methods, and deliverables.

  • Decompose and advance a complete goal autonomously
  • Run real data processing, scientific computing, and visualization code
  • Preserve sources, inputs, parameters, errors, and intermediate outputs
  • Deliver inspectable, reproducible assets that remain editable
A research assistant generating a literature search query for confirmation

Frequently asked questions

How do I verify a research agent's results?

Check that each result opens and each summary leads to a page or paragraph. Unlocatable content cannot be used directly. For important conclusions, verify the population, method, and applicable conditions in the paper.

Can research agents handle niche or interdisciplinary topics?

Ask the agent to expand terminology across fields, then have a knowledgeable researcher screen it. Niche areas may require more databases and citation tracking, plus manual checks for missing terms.

Which tasks still require a researcher?

Researchers define questions, select materials, judge evidence quality, interpret results, and carry academic responsibility. Agents fit bounded tasks such as retrieval, organization, drafting, and formatting.

How does Scientify support this workflow?

Scientify's agent plans, searches, reads files, runs code, and analyzes results inside an isolated cloud computer. It preserves sources, inputs, parameters, and intermediate outputs and continues after your local computer is offline. Researchers verify critical conclusions and the final delivery.

Start with One Clearly Bounded Research Task

State the goal, constraints, and deliverables, attach files when needed, and inspect the agent's sources, code, parameters, and results.