SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment

SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/sea-eval-a-benchmark-for-evaluating-self-evolving-agents-beyond-episodic-assessment

stale

Proof freshness: stale
Proof status: unverified
Display score: 8/10
Last proof check: 2026-04-13
Score updated: 2026-04-13
Score fresh until: 2026-05-13
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 sea-eval-a-benchmark-for-evaluating-self-evolving-agents-beyond-episodic-assessment | Route /signal-canvas/sea-eval-a-benchmark-for-evaluating-self-evolving-agents-beyond-episodic-assessment

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/sea-eval-a-benchmark-for-evaluating-self-evolving-agents-beyond-episodic-assessment

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "sea-eval-a-benchmark-for-evaluating-self-evolving-agents-beyond-episodic-assessment",
    "query_text": "Summarize SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment",
  "normalized_query": "2604.08988",
  "route": "/signal-canvas/sea-eval-a-benchmark-for-evaluating-self-evolving-agents-beyond-episodic-assessment",
  "paper_ref": "sea-eval-a-benchmark-for-evaluating-self-evolving-agents-beyond-episodic-assessment",
  "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: SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment

PDF: https://arxiv.org/pdf/2604.08988v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-13T20:22:03.360Z

Signal Canvas receipt window

Watch and verify: SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment

/buildability/sea-eval-a-benchmark-for-evaluating-self-evolving-agents-beyond-episodic-assessment

Watchwatch

Subject: SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment

Verdict

Watch

Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.

SEA-Eval: A Benchmark for Evaluating Self-Evolving Agents Beyond Episodic Assessment

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