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/oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-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 oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-llm-based-multi-agent-systems | Route /signal-canvas/oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-llm-based-multi-agent-systems
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-llm-based-multi-agent-systemsMCP example
{
"tool": "search_signal_canvas",
"arguments": {
"mode": "paper",
"paper_ref": "oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-llm-based-multi-agent-systems",
"query_text": "Summarize OOM-RL: Out-of-Money Reinforcement Learning Market-Driven Alignment for LLM-Based Multi-Agent Systems"
}
}source_context
{
"surface": "signal_canvas",
"mode": "paper",
"query": "OOM-RL: Out-of-Money Reinforcement Learning Market-Driven Alignment for LLM-Based Multi-Agent Systems",
"normalized_query": "2604.11477",
"route": "/signal-canvas/oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-llm-based-multi-agent-systems",
"paper_ref": "oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-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: OOM-RL: Out-of-Money Reinforcement Learning Market-Driven Alignment for LLM-Based Multi-Agent Systems
PDF: https://arxiv.org/pdf/2604.11477v1
Source count: 3
Coverage: 50%
Last proof check: 2026-04-14T16:47:06.945Z
Signal Canvas receipt window
/buildability/oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-llm-based-multi-agent-systems
Subject: OOM-RL: Out-of-Money Reinforcement Learning Market-Driven Alignment for LLM-Based Multi-Agent Systems
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Preparing verified analysis
Dimensions overall score 7.0
No public code linked for this paper yet.
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.
6mo ROI
1-2x
3yr ROI
10-25x
Automation tools have long sales cycles but high retention. Expect $5K MRR by 6mo, accelerating to $500K+ ARR at 3yr as enterprises adopt.
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/oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-llm-based-multi-agent-systems
Paper ref
oom-rl-out-of-money-reinforcement-learning-market-driven-alignment-for-llm-based-multi-agent-systems
arXiv id
2604.11477
Generated at
2026-04-14T16:47:06.945Z
Evidence freshness
stale
Last verification
2026-04-14T16:47:06.945Z
Sources
3
References
0
Coverage
50%
Lineage hash
948e6ea3c4dd876284fe3afeac4f7c7d72bb39baccbec5605fc0508a401038e1
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 / 3 sources / Verification pending
repo_url
references