Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment

Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment | Signal Canvas | ScienceToStartup

Page Freshness

Signal Canvas proof surface

Canonical route: /signal-canvas/hard-to-read-easy-to-jailbreak-how-visual-degradation-bypasses-mllm-safety-alignment

stale

Proof freshness: stale
Proof status: partial
Display score: 3/10
Last proof check: 2026-05-11
Score updated: 2026-05-11
Score fresh until: 2026-06-10
References: 0
Source count: 4
Coverage: 83%

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 hard-to-read-easy-to-jailbreak-how-visual-degradation-bypasses-mllm-safety-alignment | Route /signal-canvas/hard-to-read-easy-to-jailbreak-how-visual-degradation-bypasses-mllm-safety-alignment

REST example

curl https://sciencetostartup.com/api/v1/agent-handoff/signal-canvas/hard-to-read-easy-to-jailbreak-how-visual-degradation-bypasses-mllm-safety-alignment

MCP example

{
  "tool": "search_signal_canvas",
  "arguments": {
    "mode": "paper",
    "paper_ref": "hard-to-read-easy-to-jailbreak-how-visual-degradation-bypasses-mllm-safety-alignment",
    "query_text": "Summarize Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment"
  }
}

source_context

{
  "surface": "signal_canvas",
  "mode": "paper",
  "query": "Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment",
  "normalized_query": "2605.07250",
  "route": "/signal-canvas/hard-to-read-easy-to-jailbreak-how-visual-degradation-bypasses-mllm-safety-alignment",
  "paper_ref": "hard-to-read-easy-to-jailbreak-how-visual-degradation-bypasses-mllm-safety-alignment",
  "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: Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment

PDF: https://arxiv.org/pdf/2605.07250v1

Repository: https://github.com/Westlake-AGI-Lab/ACZ-Jailbreak

Source count: 4

Coverage: 83%

Last proof check: 2026-05-11T20:36:05.733Z

Signal Canvas receipt window

Not build-ready: Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment

/buildability/hard-to-read-easy-to-jailbreak-how-visual-degradation-bypasses-mllm-safety-alignment

Ignoreblocked

Subject: Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment

Verdict

Ignore

Hard to Read, Easy to Jailbreak: How Visual Degradation Bypasses MLLM Safety Alignment

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