This equation captures one of the core mathematical components of the system. o = fLLM [ i Ksi(e), pagent, {psi} , {si} = MATCH(e, S) i Dsi(e), [
Page and bbox are available; crop image is pending.
Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations explores Bian Que automates system operation tasks using LLMs, improving efficiency and accuracy in e-commerce environments.. Commercial viability score: 9/10 in AI System Operations.
Use This Via API or MCP
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/bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operations
Page-specific freshness sourced from this paper's evidence receipt and score bundle.
Agent Handoff
Canonical ID bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operations | Route /paper/bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operations
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operationsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.26805"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations",
"normalized_query": "2604.26805",
"route": "/paper/bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operations",
"paper_ref": "bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operations",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operations
Subject: Bian Que: An Agentic Framework with Flexible Skill Arrangement for Online System Operations
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/bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operations
Paper ref
bian-que-an-agentic-framework-with-flexible-skill-arrangement-for-online-system-operations
arXiv id
2604.26805
Generated at
2026-04-30T15:12:18.354Z
Evidence freshness
fresh
Last verification
2026-04-30T15:12:18.354Z
Sources
4
References
0
Coverage
67%
Lineage hash
7e599ffe2f4a184c994ce632a95069186374f75cf2829b2d4a1e37b3729c244f
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
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
Interactive graph renders after load.
Preparing verified analysis
Dimensions overall score 9.0
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. o = fLLM [ i Ksi(e), pagent, {psi} , {si} = MATCH(e, S) i Dsi(e), [
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. produces a case record c = (e, {si}, D, K, o, f), where f is the practitioner’s feedback when available.
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. pass@k experiments use temperature sampling at T = 0.3; other experiments use greedy decoding
Page and bbox are available; crop image is pending.
No public competitor map is available for this paper yet.
Owned Distribution
Get the weekly shortlist of commercializable papers, benchmark movers, and proof receipts that matter for product execution.
References are not available from the internal index yet.