proof blockPage 368%
This equation captures one of the core mathematical components of the system. to the paper (C), or after cross-validation (D). Counts: A = 2, B = 22, C = 50, D = 14.
Page and bbox are available; crop image is pending.
Towards grounded autonomous research: an end-to-end LLM mini research loop on published computational physics explores An end-to-end LLM research loop autonomously reproduces, critiques, and extends computational physics papers, demonstrating significant potential for accelerating scientific discovery.. Commercial viability score: 7/10 in AI Research Automation.
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/towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physics
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 towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physics | Route /paper/towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physics
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physicsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.12198"
}
}source_context
{
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"mode": "paper",
"query": "Towards grounded autonomous research: an end-to-end LLM mini research loop on published computational physics",
"normalized_query": "2604.12198",
"route": "/paper/towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physics",
"paper_ref": "towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physics",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physics
Subject: Towards grounded autonomous research: an end-to-end LLM mini research loop on published computational physics
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
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.
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. to the paper (C), or after cross-validation (D). Counts: A = 2, B = 22, C = 50, D = 14.
Page and bbox are available; crop image is pending.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physics
Paper ref
towards-grounded-autonomous-research-an-end-to-end-llm-mini-research-loop-on-published-computational-physics
arXiv id
2604.12198
Generated at
2026-04-15T16:58:33.586Z
Evidence freshness
stale
Last verification
2026-04-15T16:58:33.586Z
Sources
3
References
0
Coverage
50%
Lineage hash
3d9cca87a78c831459740a69f3d78e1bb03929514fb85913e543de13da9a8167
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 / 3 sources / Verification pending
repo_url
references
This equation captures one of the core mathematical components of the system. at LG = 5 / 6 / 7 nm. Under any realistic contact resistance, the LG = 5 nm headline collapses.
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. (c) Phase classification of the 88 substantive critiques: A = 2 (during reading), B = 22 (after a
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.