Evidence Receipt. Related Resources.
Evidence Receipt. Related Resources.
Compared to this week’s papers
Verification pending
Use This Via API or MCP
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.
Use This Via API or MCP
Route this paper proof surface into REST, MCP, or developer workflows while preserving the same evidence receipt and related-resource context.
Page Freshness
Canonical route: /signal-canvas/cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems
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 cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems | Route /signal-canvas/cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/cia-inferring-the-communication-topology-from-llm-based-multi-agent-systemsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems",
"query_text": "Summarize CIA: Inferring the Communication Topology from LLM-based Multi-Agent Systems"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "CIA: Inferring the Communication Topology from LLM-based Multi-Agent Systems",
"normalized_query": "2604.12461",
"route": "/signal-canvas/cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems",
"paper_ref": "cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: CIA: Inferring the Communication Topology from LLM-based Multi-Agent Systems
PDF: https://arxiv.org/pdf/2604.12461v1
Repository: https://github.com/aabbbcd/CIA
Source count: 4
Coverage: 83%
Last proof check: 2026-04-15T20:33:39.876Z
Signal Canvas receipt window
/buildability/cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems
Subject: CIA: Inferring the Communication Topology from LLM-based Multi-Agent Systems
Verdict
Build Now
Verdict is Build Now because viability and implementation proof cleared the Wave 1 scaffold thresholds.
Preparing verified analysis
Dimensions overall score 7.0
CLAIM MAP
No public claim map is available for this paper yet.
Use an AI coding agent to implement this research.
Lightweight coding agent in your terminal.
Agentic coding tool for terminal workflows.
AI agent mindset installer and workflow scaffolder.
AI-first code editor built on VS Code.
Free, open-source editor by Microsoft.
Estimated $11K - $15K over 6-10 weeks.
See exactly what it costs to build this -- with 3 comparable funded startups.
7-day free trial. Cancel anytime.
Discover the researchers behind this paper and find similar experts.
7-day free trial. Cancel anytime.
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/cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems
Paper ref
cia-inferring-the-communication-topology-from-llm-based-multi-agent-systems
arXiv id
2604.12461
Generated at
2026-04-15T20:33:39.876Z
Evidence freshness
stale
Last verification
2026-04-15T20:33:39.876Z
Sources
4
References
0
Coverage
83%
Lineage hash
3f3062c6e03cecbaaadd06300c8432333db8330e62f10426549fc832f5da3543
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