This equation captures one of the core mathematical components of the system. perature = 0.0 for reproducibility (temperature = 1.0 for Gemini models, which do not
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BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks explores BenchGuard is an automated auditing framework that uses LLMs to find critical flaws in agent benchmarks, making AI development more reliable and cost-effective.. Commercial viability score: 8/10 in AI Benchmarking.
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/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks | Route /paper/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarksMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.24955"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks",
"normalized_query": "2604.24955",
"route": "/paper/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks",
"paper_ref": "benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks
Subject: BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks
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
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Preparing verified analysis
Dimensions overall score 8.0
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. perature = 0.0 for reproducibility (temperature = 1.0 for Gemini models, which do not
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/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks
Paper ref
benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks
arXiv id
2604.24955
Generated at
2026-04-29T20:23:07.776Z
Evidence freshness
fresh
Last verification
2026-04-29T20:23:07.776Z
Sources
3
References
0
Coverage
50%
Lineage hash
c059e8cbd989b66fc391c819ac7c31eed950e88cec890301e40ee96283329206
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. Severity scale: Critical = task is impossible or fundamentally broken; High = changes evaluation
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. Finding type: BUG = a concrete, verifiable error—a specific line of code contradicts the
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.