BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks
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Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 8/10
- Last proof check
- 2026-04-29
- Score updated
- 2026-04-29
- Score fresh until
- 2026-05-29
- References
- 0
- Source count
- 3
- Coverage
- 50%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks
Canonical ID benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks | Route /signal-canvas/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarksMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "benchguard-who-guards-the-benchmarks-automated-auditing-of-llm-agent-benchmarks",
"query_text": "Summarize BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks",
"normalized_query": "2604.24955",
"route": "/signal-canvas/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
}Evidence Receipt
Route status: buildingClaims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks
PDF: https://arxiv.org/pdf/2604.24955v1
Source count: 3
Coverage: 50%
Last proof check: 2026-04-29T20:23:07.776Z
Signal Canvas receipt window
Watch and verify: BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks
/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.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
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
Freshness
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%
Hash state
Lineage hash
c059e8cbd989b66fc391c819ac7c31eed950e88cec890301e40ee96283329206
Canonical opportunity-kernel lineage hash.
Signature state
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.
Blockers
- Missing: repo_url
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Pending verification refs / 3 sources / Verification pending
repo_url
references
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
BenchGuard: Who Guards the Benchmarks? Automated Auditing of LLM Agent Benchmarks
Canonical Paper Receipt
Last verification: 2026-04-29T20:23:07.776ZFreshness: fresh
Proof: unverified
Repo: missing
References: 0
Sources: 3
Coverage: 50%
- - repo_url
- - references
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 8.0
GitHub Code Pulse
No public code linked for this paper yet.
Claim map
No public claim map is available for this paper yet.
Startup potential card
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