One Token Away from Collapse: The Fragility of Instruction-Tuned Helpfulness

One Token Away from Collapse: The Fragility of Instruction-Tuned Helpfulness | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/one-token-away-from-collapse-the-fragility-of-instruction-tuned-helpfulness

stale

Proof freshness: stale
Proof status: unverified
Display score: 6/10
Last proof check: 2026-04-15
Score updated: 2026-04-15
Score fresh until: 2026-05-15
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 one-token-away-from-collapse-the-fragility-of-instruction-tuned-helpfulness | Route /signal-canvas/one-token-away-from-collapse-the-fragility-of-instruction-tuned-helpfulness

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/one-token-away-from-collapse-the-fragility-of-instruction-tuned-helpfulness

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "one-token-away-from-collapse-the-fragility-of-instruction-tuned-helpfulness",
    "query_text": "Summarize One Token Away from Collapse: The Fragility of Instruction-Tuned Helpfulness"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "One Token Away from Collapse: The Fragility of Instruction-Tuned Helpfulness",
  "normalized_query": "2604.13006",
  "route": "/signal-canvas/one-token-away-from-collapse-the-fragility-of-instruction-tuned-helpfulness",
  "paper_ref": "one-token-away-from-collapse-the-fragility-of-instruction-tuned-helpfulness",
  "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: One Token Away from Collapse: The Fragility of Instruction-Tuned Helpfulness

PDF: https://arxiv.org/pdf/2604.13006v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-15T17:00:23.947Z

Signal Canvas receipt window

Watch and verify: One Token Away from Collapse: The Fragility of Instruction-Tuned Helpfulness

/buildability/one-token-away-from-collapse-the-fragility-of-instruction-tuned-helpfulness

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Subject: One Token Away from Collapse: The Fragility of Instruction-Tuned Helpfulness

Verdict

Watch

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

One Token Away from Collapse: The Fragility of Instruction-Tuned Helpfulness

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