Distribution-Aware Algorithm Design with LLM Agents

Distribution-Aware Algorithm Design with LLM Agents | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/distribution-aware-algorithm-design-with-llm-agents

stale

Proof freshness: fresh
Proof status: unverified
Display score: 4/10
Last proof check: 2026-05-15
Score updated: 2026-05-15
Score fresh until: 2026-06-14
References: 0
Source count: 0
Coverage: 0%

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 distribution-aware-algorithm-design-with-llm-agents | Route /signal-canvas/distribution-aware-algorithm-design-with-llm-agents

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/distribution-aware-algorithm-design-with-llm-agents

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "distribution-aware-algorithm-design-with-llm-agents",
    "query_text": "Summarize Distribution-Aware Algorithm Design with LLM Agents"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Distribution-Aware Algorithm Design with LLM Agents",
  "normalized_query": "2605.14141",
  "route": "/signal-canvas/distribution-aware-algorithm-design-with-llm-agents",
  "paper_ref": "distribution-aware-algorithm-design-with-llm-agents",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Distribution-Aware Algorithm Design with LLM Agents

PDF: https://arxiv.org/pdf/2605.14141v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-15T20:13:59.750Z

Signal Canvas receipt window

Not build-ready: Distribution-Aware Algorithm Design with LLM Agents

/buildability/distribution-aware-algorithm-design-with-llm-agents

Ignoreblocked

Subject: Distribution-Aware Algorithm Design with LLM Agents

Verdict

Ignore

Verdict is Ignore because current viability and proof state do not clear the buildability gate.

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.

Distribution-Aware Algorithm Design with LLM Agents

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