Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
Compared to this week’s papers
Verification pending
Use This Via API or MCP
Use Signal Canvas as the narrative proof surface
Signal Canvas is the citation-first public layer for turning one paper into a structured commercialization narrative. Use it to hand off into REST, MCP, Build Loop, and launch-pack execution without losing source lineage.
Page Freshness
Signal Canvas proof surface
Canonical route: /signal-canvas/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks
- Proof freshness
- fresh
- Proof status
- unverified
- Display score
- 7/10
- Last proof check
- 2026-04-24
- Score updated
- 2026-04-24
- Score fresh until
- 2026-05-24
- References
- 0
- Source count
- 4
- Coverage
- 67%
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
Canonical ID co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks | Route /signal-canvas/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasksMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "co-evolving-llm-decision-and-skill-bank-agents-for-long-horizon-tasks",
"query_text": "Summarize Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks",
"normalized_query": "2604.20987",
"route": "/signal-canvas/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,
"dataset_ref": null
}Evidence Receipt
Route status: buildingClaims: 1
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
PDF: https://arxiv.org/pdf/2604.20987v1
Repository: https://github.com/wuxiyang1996/COS-PLAY
Source count: 4
Coverage: 67%
Last proof check: 2026-04-24T20:29:32.133Z
Signal Canvas receipt window
Ready for execution: Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
/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.
Compute envelope
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Evidence ids
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
Freshness
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%
Hash state
Lineage hash
c12d6fec6ecb4fc3c55ebf61153922acb238e3583879da1260c8be07ebe9a7a1
Canonical opportunity-kernel lineage hash.
Signature state
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.
Blockers
- Missing: references
- Missing: proof_status
- Unknown: proof verification has not been recorded yet
Pending verification refs / 4 sources / Verification pending
references
proof_status
Paper Conversation
Citation-first answers with explicit evidence receipts, disagreement handling, commercialization framing, and next actions.
Co-Evolving LLM Decision and Skill Bank Agents for Long-Horizon Tasks
Canonical Paper Receipt
Last verification: 2026-04-24T20:29:32.133ZFreshness: fresh
Proof: unverified
Repo: active
References: 0
Sources: 4
Coverage: 67%
- - references
- - proof_status
- - proof verification has not been recorded yet
Preparing verified analysis
Dimensions overall score 7.0
GitHub Code Pulse
CachedKey claims
Startup potential card
Related Resources
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