MIND: AI Co-Scientist for Material Research explores MIND is an LLM-driven co-scientist for material research, automating hypothesis validation through integrated in-silico experiments and a user interface.. Commercial viability score: 7/10 in AI for Science.
Use This Via API or MCP
This route is the stable paper-level surface for citations, viability, references, and downstream handoffs. Use it as the proof layer behind Signal Canvas, workspace creation, and launch-pack generation.
Page Freshness
Canonical route: /paper/mind-ai-co-scientist-for-material-research
This page is showing the last landed evidence receipt and score bundle because the latest proof data is outside the freshness window.
Agent Handoff
Canonical ID mind-ai-co-scientist-for-material-research | Route /paper/mind-ai-co-scientist-for-material-research
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/mind-ai-co-scientist-for-material-researchMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.13699"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "MIND: AI Co-Scientist for Material Research",
"normalized_query": "2604.13699",
"route": "/paper/mind-ai-co-scientist-for-material-research",
"paper_ref": "mind-ai-co-scientist-for-material-research",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/mind-ai-co-scientist-for-material-research
Subject: MIND: AI Co-Scientist for Material Research
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Constellation, claims, and market context stay visible on the paper proof page even when commercialization rails are held back for incomplete proof receipts.
Research neighborhood
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 7.0
No public claim map is available for this paper yet.
No public competitor map is available for this paper yet.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/mind-ai-co-scientist-for-material-research
Paper ref
mind-ai-co-scientist-for-material-research
arXiv id
2604.13699
Generated at
2026-04-16T18:18:27.730Z
Evidence freshness
stale
Last verification
2026-04-16T18:18:27.730Z
Sources
4
References
0
Coverage
67%
Lineage hash
11d559b888ceae8f51ecc7b8e2b03342ace0487af962bb97e6dd635bb95906cc
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 4 sources / Verification pending
references
proof_status