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/belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation
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 belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation | Route /signal-canvas/belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberationMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation",
"query_text": "Summarize Belief Engine: Configurable and Inspectable Stance Dynamics in Multi-Agent LLM Deliberation"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "Belief Engine: Configurable and Inspectable Stance Dynamics in Multi-Agent LLM Deliberation",
"normalized_query": "2605.15343",
"route": "/signal-canvas/belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation",
"paper_ref": "belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Claims: 0
References: Pending verification
Proof: Verification pending
Freshness state: computing
Source paper: Belief Engine: Configurable and Inspectable Stance Dynamics in Multi-Agent LLM Deliberation
PDF: https://arxiv.org/pdf/2605.15343v1
Repository: https://github.com/goodfeli/dlbook_notation
Source count: 4
Coverage: 50%
Last proof check: 2026-05-18T20:30:21.946Z
Signal Canvas receipt window
/buildability/belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation
Subject: Belief Engine: Configurable and Inspectable Stance Dynamics in Multi-Agent LLM Deliberation
Verdict
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 $10K - $14K 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.
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/belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation
Paper ref
belief-engine-configurable-and-inspectable-stance-dynamics-in-multi-agent-llm-deliberation
arXiv id
2605.15343
Generated at
2026-05-18T20:30:21.946Z
Evidence freshness
stale
Last verification
2026-05-18T20:30:21.946Z
Sources
4
References
0
Coverage
50%
Lineage hash
528f7714f5265e98b245a790c18e7266aee81155b8f66537f87db62eaa093d8c
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