LLM-Guided Open Hypothesis Learning from Autonomous Scanning Probe Microscopy Experiments

LLM-Guided Open Hypothesis Learning from Autonomous Scanning Probe Microscopy Experiments | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/llm-guided-open-hypothesis-learning-from-autonomous-scanning-probe-microscopy-experiments

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-11
Score updated: 2026-05-11
Score fresh until: 2026-06-10
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 llm-guided-open-hypothesis-learning-from-autonomous-scanning-probe-microscopy-experiments | Route /signal-canvas/llm-guided-open-hypothesis-learning-from-autonomous-scanning-probe-microscopy-experiments

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/llm-guided-open-hypothesis-learning-from-autonomous-scanning-probe-microscopy-experiments

MCP example

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source_context

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Evidence Receipt

Route status: building

Claims: 0

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: LLM-Guided Open Hypothesis Learning from Autonomous Scanning Probe Microscopy Experiments

PDF: https://arxiv.org/pdf/2605.06839v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-11T20:45:24.788Z

Signal Canvas receipt window

Watch and verify: LLM-Guided Open Hypothesis Learning from Autonomous Scanning Probe Microscopy Experiments

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Subject: LLM-Guided Open Hypothesis Learning from Autonomous Scanning Probe Microscopy Experiments

Verdict

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

LLM-Guided Open Hypothesis Learning from Autonomous Scanning Probe Microscopy Experiments

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