From Feelings to Metrics: Understanding and Formalizing How Users Vibe-Test LLMs

From Feelings to Metrics: Understanding and Formalizing How Users Vibe-Test LLMs | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/from-feelings-to-metrics-understanding-and-formalizing-how-users-vibe-test-llms

stale

Proof freshness: stale
Proof status: unverified
Display score: 3/10
Last proof check: 2026-04-16
Score updated: 2026-04-16
Score fresh until: 2026-05-16
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 from-feelings-to-metrics-understanding-and-formalizing-how-users-vibe-test-llms | Route /signal-canvas/from-feelings-to-metrics-understanding-and-formalizing-how-users-vibe-test-llms

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/from-feelings-to-metrics-understanding-and-formalizing-how-users-vibe-test-llms

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "from-feelings-to-metrics-understanding-and-formalizing-how-users-vibe-test-llms",
    "query_text": "Summarize From Feelings to Metrics: Understanding and Formalizing How Users Vibe-Test LLMs"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "From Feelings to Metrics: Understanding and Formalizing How Users Vibe-Test LLMs",
  "normalized_query": "2604.14137",
  "route": "/signal-canvas/from-feelings-to-metrics-understanding-and-formalizing-how-users-vibe-test-llms",
  "paper_ref": "from-feelings-to-metrics-understanding-and-formalizing-how-users-vibe-test-llms",
  "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: From Feelings to Metrics: Understanding and Formalizing How Users Vibe-Test LLMs

PDF: https://arxiv.org/pdf/2604.14137v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-16T18:18:11.734Z

Signal Canvas receipt window

Not build-ready: From Feelings to Metrics: Understanding and Formalizing How Users Vibe-Test LLMs

/buildability/from-feelings-to-metrics-understanding-and-formalizing-how-users-vibe-test-llms

Ignoreblocked

Subject: From Feelings to Metrics: Understanding and Formalizing How Users Vibe-Test LLMs

Verdict

Ignore

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

From Feelings to Metrics: Understanding and Formalizing How Users Vibe-Test LLMs

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