From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company explores OneManCompany is a framework that organizes heterogeneous AI agents into a self-organizing and self-improving company, achieving state-of-the-art performance on complex 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/from-skills-to-talent-organising-heterogeneous-agents-as-a-real-world-company
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID from-skills-to-talent-organising-heterogeneous-agents-as-a-real-world-company | Route /paper/from-skills-to-talent-organising-heterogeneous-agents-as-a-real-world-company
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/from-skills-to-talent-organising-heterogeneous-agents-as-a-real-world-companyMCP example
{
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"arguments": {
"arxiv_id": "2604.22446"
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}source_context
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}Paper proof page receipt window
/buildability/from-skills-to-talent-organising-heterogeneous-agents-as-a-real-world-company
Subject: From Skills to Talent: Organising Heterogeneous Agents as a Real-World Company
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
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. The E2R operates over a search tree T = (π, πΈtree, πΈdep) that grows dynamically during project execution.
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/from-skills-to-talent-organising-heterogeneous-agents-as-a-real-world-company
Paper ref
from-skills-to-talent-organising-heterogeneous-agents-as-a-real-world-company
arXiv id
2604.22446
Generated at
2026-04-27T20:15:05.445Z
Evidence freshness
fresh
Last verification
2026-04-27T20:15:05.445Z
Sources
3
References
0
Coverage
50%
Lineage hash
f37ed85da8edff972461c6cb9b286abf74f2e5173918f2b201e8e9fbb31900a7
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. Section 2.2.4, ππ£is the result produced upon completion (initially β ), and ππ£βRβ₯0 is the accumulated
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. π= (π1, π2, . . . , ππ), ππβA, Tπ+1 = π(Tπ, ππ) In the Explore stage, th
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.