MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory

MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/mage-safeguarding-llm-agents-against-long-horizon-threats-via-shadow-memory

stale

Proof freshness: stale
Proof status: unverified
Display score: 7/10
Last proof check: 2026-05-06
Score updated: 2026-05-06
Score fresh until: 2026-06-05
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 mage-safeguarding-llm-agents-against-long-horizon-threats-via-shadow-memory | Route /signal-canvas/mage-safeguarding-llm-agents-against-long-horizon-threats-via-shadow-memory

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/mage-safeguarding-llm-agents-against-long-horizon-threats-via-shadow-memory

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "mage-safeguarding-llm-agents-against-long-horizon-threats-via-shadow-memory",
    "query_text": "Summarize MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory",
  "normalized_query": "2605.03228",
  "route": "/signal-canvas/mage-safeguarding-llm-agents-against-long-horizon-threats-via-shadow-memory",
  "paper_ref": "mage-safeguarding-llm-agents-against-long-horizon-threats-via-shadow-memory",
  "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: MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory

PDF: https://arxiv.org/pdf/2605.03228v1

Source count: 3

Coverage: 50%

Last proof check: 2026-05-06T20:25:38.142Z

Signal Canvas receipt window

Watch and verify: MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory

/buildability/mage-safeguarding-llm-agents-against-long-horizon-threats-via-shadow-memory

Watchwatch

Subject: MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory

Verdict

Watch

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

MAGE: Safeguarding LLM Agents against Long-Horizon Threats via Shadow Memory

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Use this Signal Canvas via API or MCP

Signal Canvas proof surface