Recursively Self-Improving Deep Research Agents.
Verification preserves established evidence and turns unresolved constraints into the next research objective.
Framework
Research. Verify. Improve.
AREX alternates an inner research loop with an outer self-improvement loop. Each provisional answer is audited constraint by constraint, then accepted, refined, or restarted.
Method in brief
A better research state, every round.
AREX uses verification as a transition—not a final filter. It preserves supported evidence, compresses the working context, and turns remaining uncertainty into a targeted next research problem.
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01
Research
Search, read, and construct a provisional answer.
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02
Verify
Audit each required claim against its evidence.
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03
Update
Keep verified findings, open constraints, and the next plan.
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04
Recurse
Accept, refine, or restart from the improved state.