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Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks explores A co-evolutionary framework that enables LLM agents to learn and reuse structured skills for long-horizon tasks, significantly improving performance in game environments.. Commercial viability score: 7/10 in AI Agents.
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Page Freshness
Canonical route: /paper/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks | Route /paper/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasksMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.20987"
}
}source_context
{
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"query": "Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks",
"normalized_query": "2604.20987",
"route": "/paper/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks",
"paper_ref": "co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks",
"topic_slug": null,
"benchmark_ref": null,
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}Paper proof page receipt window
/buildability/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks
Subject: Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
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.
Receipt path
/buildability/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks
Paper ref
co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks
arXiv id
2604.20987
Generated at
2026-04-24T20:29:32.133Z
Evidence freshness
fresh
Last verification
2026-04-24T20:29:32.133Z
Sources
4
References
0
Coverage
67%
Lineage hash
c12d6fec6ecb4fc3c55ebf61153922acb238e3583879da1260c8be07ebe9a7a1
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
references
proof_status
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Research neighborhood
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Dimensions overall score 7.0
Visual citation anchors from the paper document graph.
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This equation defines the score or evaluation function that determines model quality.
Page and bbox are available; crop image is pending.
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