Making AI-Assisted Grant Evaluation Auditable without Exposing the Model explores A TEE-based architecture for auditable AI grant evaluation without exposing the model, focusing on remote attestation and prompt injection risks.. Commercial viability score: 3/10 in AI Auditing.
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/making-ai-assisted-grant-evaluation-auditable-without-exposing-the-model
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID making-ai-assisted-grant-evaluation-auditable-without-exposing-the-model | Route /paper/making-ai-assisted-grant-evaluation-auditable-without-exposing-the-model
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/making-ai-assisted-grant-evaluation-auditable-without-exposing-the-modelMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.25200"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Making AI-Assisted Grant Evaluation Auditable without Exposing the Model",
"normalized_query": "2604.25200",
"route": "/paper/making-ai-assisted-grant-evaluation-auditable-without-exposing-the-model",
"paper_ref": "making-ai-assisted-grant-evaluation-auditable-without-exposing-the-model",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/making-ai-assisted-grant-evaluation-auditable-without-exposing-the-model
Subject: Making AI-Assisted Grant Evaluation Auditable without Exposing the Model
Verdict
Ignore
Verdict is Ignore because current viability and proof state do not clear the buildability gate.
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 3.0
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. The attestation report A = SignCPU(M∥nonce∥timestamp) is generated and made available for external verification.
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/making-ai-assisted-grant-evaluation-auditable-without-exposing-the-model
Paper ref
making-ai-assisted-grant-evaluation-auditable-without-exposing-the-model
arXiv id
2604.25200
Generated at
2026-04-29T02:32:17.122Z
Evidence freshness
fresh
Last verification
2026-04-29T02:32:17.122Z
Sources
3
References
0
Coverage
50%
Lineage hash
3e8a27e4a65ef64037e110340fea85f43d367471a862696341717f0a606908f3
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. E = {Horig, Hcan, HI, HO, M, A, τ, O} where τ is the RFC 3161 timestamp obtained from a trusted timestamping authority.
Page and bbox are available; crop image is pending.
The attestation report A = SignCPU(M∥nonce∥timestamp) is generated and made available for external verification.
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.