Agents In UseFutureHouse used Robin to connect literature research, experiment planning and analysis for dry age-related macular degeneration. Human researchers ran the lab work; the system proposed follow-up candidates from the results.
Editorial adaptation, not the source author’s exact prompt. Replace bracketed inputs and review tool permissions first.
For [research question], review the supplied literature and summarize candidate hypotheses with citations and contradictory evidence. Propose an analysis plan for the provided data. Keep recommendations separate from results and stop before laboratory execution or clinical advice.
FutureHouse reports identifying ripasudil as a therapeutic candidate supported by laboratory experiments.
Reported by FutureHouse research teamHuman scientists performed physical experiments. The reported results are preclinical and do not establish a treatment for patients.
A person approved each step before the agent continued.
Robin coordinated research and analysis agents across successive hypothesis and experiment cycles.
Primary research account, originally posted in May 2025 and updated for publication in May 2026. Clinical efficacy is not claimed here.
Credit: FutureHouse research team
Source published 19 May 2026
Source checked 14 Oct 2026
Robin · Crow · Falcon · Finch
Research · Sources
Editorial completeness: 100/100. Measures documented fields, not agent performance or verified outcomes.
til.simonwillison.netWillison ran o4-mini-deep-research to find surviving orchestrions and return structured location records. The model used web search and code execution; he explicitly considered the resulting list incomplete and unverified.
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OpenAI deep research
futurehouse.orgFutureHouse ran WikiCrow to draft scientific summaries of human genes using full-text papers. Its PaperQA agent searched, gathered evidence and returned to retrieval when terminology or evidence required it.
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WikiCrow