Evaluation-driven Scaling for Scientific Discovery

Evaluation-driven Scaling for Scientific Discovery | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/evaluation-driven-scaling-for-scientific-discovery

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-22
Score updated: 2026-04-22
Score fresh until: 2026-05-22
References: 0
Source count: 3
Coverage: 50%

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 evaluation-driven-scaling-for-scientific-discovery | Route /signal-canvas/evaluation-driven-scaling-for-scientific-discovery

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/evaluation-driven-scaling-for-scientific-discovery

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "evaluation-driven-scaling-for-scientific-discovery",
    "query_text": "Summarize Evaluation-driven Scaling for Scientific Discovery"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Evaluation-driven Scaling for Scientific Discovery",
  "normalized_query": "2604.19341",
  "route": "/signal-canvas/evaluation-driven-scaling-for-scientific-discovery",
  "paper_ref": "evaluation-driven-scaling-for-scientific-discovery",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Evaluation-driven Scaling for Scientific Discovery

PDF: https://arxiv.org/pdf/2604.19341v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-22T02:15:45.622Z

Signal Canvas receipt window

Not build-ready: Evaluation-driven Scaling for Scientific Discovery

/buildability/evaluation-driven-scaling-for-scientific-discovery

Ignoreblocked

Subject: Evaluation-driven Scaling for Scientific Discovery

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.

Evaluation-driven Scaling for Scientific Discovery

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Signal Canvas proof surface