proof blockPage 468%
This equation captures one of the core mathematical components of the system. ∆g(p) = bfg(p) − 1 K − X bfg′(p) g′̸=g
Page and bbox are available; crop image is pending.
Hodoscope: Unsupervised Monitoring for AI Misbehaviors explores Hodoscope offers unsupervised monitoring for AI agents, enabling humans to discover novel misbehaviors by highlighting distinctive behavioral anomalies across benchmarks, reducing review effort significantly.. Commercial viability score: 7/10 in AI Monitoring.
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/hodoscope-unsupervised-monitoring-for-ai-misbehaviors
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 hodoscope-unsupervised-monitoring-for-ai-misbehaviors | Route /paper/hodoscope-unsupervised-monitoring-for-ai-misbehaviors
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/hodoscope-unsupervised-monitoring-for-ai-misbehaviorsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.11072"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Hodoscope: Unsupervised Monitoring for AI Misbehaviors",
"normalized_query": "2604.11072",
"route": "/paper/hodoscope-unsupervised-monitoring-for-ai-misbehaviors",
"paper_ref": "hodoscope-unsupervised-monitoring-for-ai-misbehaviors",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/hodoscope-unsupervised-monitoring-for-ai-misbehaviors
Subject: Hodoscope: Unsupervised Monitoring for AI Misbehaviors
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.
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. ∆g(p) = bfg(p) − 1 K − X bfg′(p) g′̸=g
Page and bbox are available; crop image is pending.
This equation defines the score or evaluation function that determines model quality.
Owned Distribution
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References are not available from the internal index yet.
Receipt path
/buildability/hodoscope-unsupervised-monitoring-for-ai-misbehaviors
Paper ref
hodoscope-unsupervised-monitoring-for-ai-misbehaviors
arXiv id
2604.11072
Generated at
2026-04-14T20:32:58.977Z
Evidence freshness
stale
Last verification
2026-04-14T20:32:58.977Z
Sources
4
References
0
Coverage
67%
Lineage hash
366e3dce76882c8b6cf6b368c001160a03953beef4ca5b4632035c6f6d1dcc5b
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
repo_url
references
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. = less consistent with other groups = more distinctive). Like Hodoscope, this approach uses cross-group
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
Research neighborhood
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