Every Picture Tells a Dangerous Story: Memory-Augmented Multi-Agent Jailbreak Attacks on VLMs explores MemJack is a memory-augmented multi-agent framework that uses visual semantics to orchestrate automated jailbreak attacks on VLMs, achieving high success rates and releasing a comprehensive benchmark dataset.. Commercial viability score: 7/10 in VLM Security / Agents.
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Page Freshness
Canonical route: /paper/every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlms
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 every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlms | Route /paper/every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlms
REST example
curl https://sciencetostartup.com/api/v1/agent-handoff/paper/every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlmsMCP example
{
"tool": "get_paper",
"arguments": {
"arxiv_id": "2604.12616"
}
}source_context
{
"surface": "paper",
"mode": "paper",
"query": "Every Picture Tells a Dangerous Story: Memory-Augmented Multi-Agent Jailbreak Attacks on VLMs",
"normalized_query": "2604.12616",
"route": "/paper/every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlms",
"paper_ref": "every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlms",
"topic_slug": null,
"benchmark_ref": null,
"dataset_ref": null
}Paper proof page receipt window
/buildability/every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlms
Subject: Every Picture Tells a Dangerous Story: Memory-Augmented Multi-Agent Jailbreak Attacks on VLMs
Verdict
Watch
Verdict is Watch because viability or proof quality is intermediate and should be re-evaluated before execution.
Time to first demo
Insufficient data
No first-demo timestamp, owner estimate, or elapsed demo receipt is attached to this surface.
Structured compute envelope
Insufficient data
No data, compute, hardware, memory, latency, dependency, or serving requirement receipt is attached.
Receipt path
/buildability/every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlms
Paper ref
every-picture-tells-a-dangerous-story-memory-augmented-multi-agent-jailbreak-attacks-on-vlms
arXiv id
2604.12616
Generated at
2026-04-15T16:59:13.246Z
Evidence freshness
stale
Last verification
2026-04-15T16:59:13.246Z
Sources
3
References
0
Coverage
50%
Lineage hash
bc19dc47be1a8fa8646b9cf2902894ca6106a94fde324983150d6c7510260853
Canonical opportunity-kernel lineage hash.
External signature
unsigned_external
No founder, registry, pilot, or production-adoption signature is attached to this receipt.
Verification
not_verified
Verification is blocked until an external signature is provided.
Pending verification refs / 3 sources / Verification pending
repo_url
references
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Dimensions overall score 7.0
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Visual citation anchors from the paper document graph.
This equation captures one of the core mathematical components of the system. Ξ¦(πΌ, C) ββ (ππ, π‘π, Cπ, π π, ππ, π π) π½ π=1 where ππis a visual anchor, π‘πits type (entity, scene, relation- shi
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. ( πΌπ‘ if π(πΌπ‘) < π πΌ(idx(πΌπ‘) mod 6)+1 otherwise πΌπ‘+1 = πβ= arg max πβP P JV(πΌ, π) = unsafe
Page and bbox are available; crop image is pending.
This equation captures one of the core mathematical components of the system. ππ‘= Ξ¨πΌ, π, π, π π, πΌπ‘, H<π‘, Smem where H<π‘is the attack history and Smem s
Page and bbox are available; crop image is pending.
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