Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows

Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/are-agents-ready-to-teach-a-multi-stage-benchmark-for-real-world-teaching-workflows

stale

Proof freshness: fresh
Proof status: unverified
Display score: 7/10
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 are-agents-ready-to-teach-a-multi-stage-benchmark-for-real-world-teaching-workflows | Route /signal-canvas/are-agents-ready-to-teach-a-multi-stage-benchmark-for-real-world-teaching-workflows

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/are-agents-ready-to-teach-a-multi-stage-benchmark-for-real-world-teaching-workflows

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "are-agents-ready-to-teach-a-multi-stage-benchmark-for-real-world-teaching-workflows",
    "query_text": "Summarize Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows",
  "normalized_query": "2605.14322",
  "route": "/signal-canvas/are-agents-ready-to-teach-a-multi-stage-benchmark-for-real-world-teaching-workflows",
  "paper_ref": "are-agents-ready-to-teach-a-multi-stage-benchmark-for-real-world-teaching-workflows",
  "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: Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows

PDF: https://arxiv.org/pdf/2605.14322v1

Source count: Pending verification

Coverage: 0%

Last proof check: 2026-05-15T20:12:56.418Z

Signal Canvas receipt window

Watch and verify: Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows

/buildability/are-agents-ready-to-teach-a-multi-stage-benchmark-for-real-world-teaching-workflows

Watchwatch

Subject: Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows

Verdict

Watch

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

Are Agents Ready to Teach? A Multi-Stage Benchmark for Real-World Teaching Workflows

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Use this Signal Canvas via API or MCP

Signal Canvas proof surface