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DreamNet x Archimedes

Credential-Ready

DreamNet Partner Lab Microsite

Thesis

Structured literature mapping, citation audit-trails, and grant proposal generation with a human-in-the-loop review layer for agent-derived research.

Integration Flow

1
Source Triage

Subsystem agents query OpenAlex, Europe PMC, and arXiv to fetch citation candidate lists.

2
Reproducibility Scoring

Verifies the reproducibility index and peer-review history of each cited work.

3
Human Review Gate

Operator validates claims, logic paths, and citations before finalizing papers.

4
Permanent Archive

Pins verified research briefs to decentralized storage with permanent citation hash links.

Sponsor Integration Link

git clone https://github.com/BrandonDucar/dreamnet-arc.git

NotebookLM Briefing Prompt

Explain how the dreamnet-arc repository packages science-agent research into citation-first maps and drafts grant packets using human review safety gates.