This equation captures one of the core mathematical components of the system. use max_turns=15, effort=medium, timeout=1200s, and max_rounds=8. Reasoning tasks (Q
Forage V2: Knowledge Evolution and Transfer in Autonomous Agent Organizations explores Forage V2 is an agent organization architecture that enables knowledge evolution and transfer across autonomous agents, improving reliability and performance in open-world tasks.. Commercial viability score: 7/10 in 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/forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizations
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 forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizations | Route /paper/forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizations
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizationsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.19837"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Forage V2: Knowledge Evolution and Transfer in Autonomous Agent Organizations",
"normalized_query": "2604.19837",
"route": "/paper/forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizations",
"paper_ref": "forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizations",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizations
Subject: Forage V2: Knowledge Evolution and Transfer in Autonomous Agent Organizations
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 7.0
Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. use max_turns=15, effort=medium, timeout=1200s, and max_rounds=8. Reasoning tasks (Q
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References are not available from the internal index yet.
Receipt path
/buildability/forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizations
Paper ref
forage-v2-knowledge-evolution-and-transfer-in-autonomous-agent-organizations
arXiv id
2604.19837
Generated at
2026-04-23T05:08:51.899Z
Evidence freshness
stale
Last verification
2026-04-23T05:08:51.899Z
Sources
3
References
0
Coverage
50%
Lineage hash
f35e1753acd389f16dc7602aaee2cc8a448a39801ec38d3698c77c91d26dab81
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. use max_turns=50, effort=high, and max_rounds=8.
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. denominator = max(estimate
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.