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End-to-end research

From literature to reproducible results, one continuous research loop

The agent autonomously searches literature, writes code, and runs experiments in one workspace. It can work for days, adjusting the plan from intermediate results until it produces verifiable research progress or results.

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The loop
Literature → Hypothesis → Code → Experiment → Iterate

Every round leaves sources, parameters, logs, and artifacts you can inspect.

How it works

01

Start with a testable question

The agent searches literature and public data, separating known evidence, hypotheses, and evidence gaps.

  • Search for and download literature autonomously
  • Form hypotheses and plan experiments
  • Write code, run experiments, and continue for 72 hours
02

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
03

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

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