Distillation Traps and Guards: A Calibration Knob for LLM Distillability

Distillation Traps and Guards: A Calibration Knob for LLM Distillability | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/distillation-traps-and-guards-a-calibration-knob-for-llm-distillability

stale

Proof freshness: stale
Proof status: unverified
Display score: 4/10
Last proof check: 2026-04-22
Score updated: 2026-04-22
Score fresh until: 2026-05-22
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 distillation-traps-and-guards-a-calibration-knob-for-llm-distillability | Route /signal-canvas/distillation-traps-and-guards-a-calibration-knob-for-llm-distillability

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/distillation-traps-and-guards-a-calibration-knob-for-llm-distillability

MCP example

{
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  "arguments": {
    "mode": "paper",
    "paper_ref": "distillation-traps-and-guards-a-calibration-knob-for-llm-distillability",
    "query_text": "Summarize Distillation Traps and Guards: A Calibration Knob for LLM Distillability"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Distillation Traps and Guards: A Calibration Knob for LLM Distillability",
  "normalized_query": "2604.18963",
  "route": "/signal-canvas/distillation-traps-and-guards-a-calibration-knob-for-llm-distillability",
  "paper_ref": "distillation-traps-and-guards-a-calibration-knob-for-llm-distillability",
  "topic_slug": null,
  "benchmark_ref": null,
  "dataset_ref": null
}

Evidence Receipt

Route status: building

Claims: 1

References: Pending verification

Proof: Verification pending

Freshness state: computing

Source paper: Distillation Traps and Guards: A Calibration Knob for LLM Distillability

PDF: https://arxiv.org/pdf/2604.18963v1

Source count: 3

Coverage: 50%

Last proof check: 2026-04-22T02:16:15.893Z

Signal Canvas receipt window

Not build-ready: Distillation Traps and Guards: A Calibration Knob for LLM Distillability

/buildability/distillation-traps-and-guards-a-calibration-knob-for-llm-distillability

Ignoreblocked

Subject: Distillation Traps and Guards: A Calibration Knob for LLM Distillability

Verdict

Ignore

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

Distillation Traps and Guards: A Calibration Knob for LLM Distillability

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