Start with a testable question
The agent searches literature and public data, separating known evidence, hypotheses, and evidence gaps.
- Preserve source links
- Form testable hypotheses
- Plan a minimum viable experiment
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End-to-end research
From literature to reproducible results, one continuous research loop
Keep the objective, sources, code, and experiment results in one workspace. The agent does more than suggest: it executes, checks, and moves the next iteration forward from intermediate results.
Start researchingThe loop
Literature → Hypothesis → Code → Experiment → Iterate
Every round leaves sources, parameters, logs, and artifacts you can inspect.
How it works
Turn the plan into a real run
Write code, install dependencies, prepare data, and execute experiments on the cloud computer instead of stopping at pseudocode.
- Executable code
- Explicit parameters and environment
- Saved logs and intermediate results
Let results drive the next round
The agent reads failures, errors, and controls, then adjusts the approach and reruns until there is inspectable progress.
- Diagnose failures
- Compare iterations
- Deliver reproducible artifacts
Scientify