This equation captures one of the core mathematical components of the system. these three signals. Hence, the state space Ω= {a, b, c, d, e, f, g, h} consists of 8 states, shown
Information Aggregation with AI Agents explores AI agents in prediction markets show potential for information aggregation but struggle with complex information structures and reasoning about others' knowledge.. Commercial viability score: 5/10 in AI Agents.
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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/information-aggregation-with-ai-agents
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID information-aggregation-with-ai-agents | Route /paper/information-aggregation-with-ai-agents
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/information-aggregation-with-ai-agentsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.20050"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Information Aggregation with AI Agents",
"normalized_query": "2604.20050",
"route": "/paper/information-aggregation-with-ai-agents",
"paper_ref": "information-aggregation-with-ai-agents",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/information-aggregation-with-ai-agents
Subject: Information Aggregation with AI Agents
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 5.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. these three signals. Hence, the state space Ω= {a, b, c, d, e, f, g, h} consists of 8 states, shown
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References are not available from the internal index yet.
Receipt path
/buildability/information-aggregation-with-ai-agents
Paper ref
information-aggregation-with-ai-agents
arXiv id
2604.20050
Generated at
2026-04-23T05:09:59.936Z
Evidence freshness
fresh
Last verification
2026-04-23T05:09:59.936Z
Sources
3
References
0
Coverage
50%
Lineage hash
bff8b8fd1e538693931a83305e35de84adfc3cc856a459424e9c180b7c9b71b5
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
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. The liquidity parameter (we use β = 0.01) determines how quickly the price of X changes when a trader
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. the predicted probability is bounded, p ∈[ϵ, 1 −ϵ], ϵ = 10−15, to avoid having an infinite log error.
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.