An attacker cannot directly edit a system instruction, but can place encoded content in material the agent is legitimately asked to inspect. When a decoder returns hidden text, a planner may treat the recovered string as task guidance rather than data from an untrusted email signature. The unsafe step is promotion across modality and authority boundaries. T…
Inspect the ClaimsCase · DiggingBeagle record
Decoded image payloads become agent instructions after an email tool step
An experimental attack hides commands in email-signature image data and promotes them through decode tools. The authors report 24 adaptive tests and a provenance-enforced control, not a documented real-world inbox compromise.
The reported success figures are specific to a mediated testbed, with 100 percent attack success without defense, 62.5 percent under one keyword approach, and zero successes in the tested HMAC provenance-ledger condition. These are not general effectiveness rates across unmediated subprocesses.
Assessment profile
Assessment method- Setting
- evaluation
- Exploitation
- demonstrated
- Evidence
- Grade B
- Remediation
- not applicable
- AI role
- AGAINST AI
Basis and provenance
Enrich update: CLM-ENRICH-20261027-31 cites SRC-2026-CP21-STEGO-MCP-EMAIL-IMAGE at Abstract, steganographic carriers and 24 adaptive payloads. New evidence concerns the bounded reported mechanism, prerequisite or outcome; setting evaluation; exploit status demonstrated; remediation status not_applicable. No independently comparable impact scale, affected production population or universal exploit success measure was established, so the impact band remains null. Original Claims remain individually attributable and any observed incident or simulated result is distinguished in the narrative.
Assessed Oct 27, 2026 using diggingbeagle.assessment/1.
Evidence basis: CLM-ENRICH-20261027-31 · Study of steganographic prompt instructions across multimodal tool conversion
At a glance
Encoding does not confer authority. The important invariant is whether provenance survives OCR, image decoding and later text transformations.
Read the implicationsThe reported success figures are specific to a mediated testbed, with 100 percent attack success without defense, 62.5 percent under one keyword approach, and zero successes in the tested HMAC provenance-ledger condition. These are not general effectiveness rates across unmediated subprocesses.
Limits and uncertaintyFull account
An attacker cannot directly edit a system instruction, but can place encoded content in material the agent is legitimately asked to inspect. When a decoder returns hidden text, a planner may treat the recovered string as task guidance rather than data from an untrusted email signature. The unsafe step is promotion across modality and authority boundaries.
The authors report image LSB, DCT and metadata instruction encodings decoded through agent tools, with 24 controlled attack payloads. Their mediated enforcement prototype blocked tested malicious sink actions, unlike text keyword filtering. The reported success figures are specific to a mediated testbed, with 100 percent attack success without defense, 62.5 percent under one keyword approach, and zero successes in the tested HMAC provenance-ledger condition. These are not general effectiveness rates across unmediated subprocesses.
Attach origin and authorization metadata to tool results after transformation, and refuse outbound or file sinks when the triggering instructions originated in low-trust email content. Encoding does not confer authority. The important invariant is whether provenance survives OCR, image decoding and later text transformations. Primary evidence.
Additional evidence and trust boundary
An email signature that looks innocuous to a text scanner can yield executable instructions after an image decoder expands it. The trust boundary must travel with the decoded bytes: HMAC-authenticated labels and lineage prevent a compromised agent from laundering lower-trust content into trusted tool parameters in the mediated setup. These zero-success results do not apply automatically when a subprocess or browser action bypasses the policy broker. Supporting record.
Mechanism and trust boundary
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Timeline
- Oct 22, 2026disclosure
Public disclosure
Claims & evidence
CLM-ENRICH-20261027-31A 24-payload mediated MCP test compared an undefended pipeline at 100 percent successful attacker instructions with keyword and regex filters permitting 62.5 percent, while the studied provenance ledger and sink policy blocked all 24.supported
Basis: reported finding
- supportsStudy of steganographic prompt instructions across multimodal tool conversionprimary disclosure
Abstract, steganographic carriers and 24 adaptive payloads
CLM-CP21-STEGO-MCP-EMAIL-IMAGE-1The authors report image LSB, DCT and metadata instruction encodings decoded through agent tools, with 24 controlled attack payloads. Their mediated enforcement prototype blocked tested malicious sink actions, unlike text keyword filtering.supported
Basis: reported finding
- supportsStudy of steganographic prompt instructions across multimodal tool conversionprimary disclosure
Abstract; image decoding attack setup; 24-payload evaluation and provenance policy
Implications
Encoding does not confer authority. The important invariant is whether provenance survives OCR, image decoding and later text transformations.
Controls and mitigations
- Attach origin and authorization metadata to tool results after transformation, and refuse outbound or file sinks when the triggering instructions originated in low-trust email content.
Unknowns and contradictions
- The reported success figures are specific to a mediated testbed, with 100 percent attack success without defense, 62.5 percent under one keyword approach, and zero successes in the tested HMAC provenance-ledger condition. These are not general effectiveness rates across unmediated subprocesses.
Sources and citation
Material revision history
- Oct 27, 2026 · Canonical change recorded · new in release · revision 196