Prompt-injected or tool-derived text can try to redirect an agent action to a different recipient while preserving a plausible task narrative. SPILLWAY binds recipient selection to verified provenance instead of model prose. The paper reports eliminating attacker-targeted redirects in its selected benchmark tests, not a universal claim that every tool…
Inspect the ClaimsCase · DiggingBeagle record
SPILLWAY tests recipient provenance enforcement against agent tool redirection
Prompt-injected or tool-derived text can try to redirect an agent action to a different recipient while preserving a plausible task narrative. The paper reports eliminating attacker-targeted redirects in its selected benchmark tests, not a universal claim that every tool exfiltration path is closed.
Public disclosure: Nov 4, 2026
Controlled empirical evaluation; percentages and effects apply to the reported task populations and conditions, not deployed incidents.
Assessment profile
Assessment method- Setting
- evaluation
- Exploitation
- demonstrated
- Evidence
- Grade C
- Remediation
- not applicable
- AI role
- AGAINST AI
Basis and provenance
evaluation; demonstrated. The cited primary disclosure supports the specific sequence and boundaries described here: An agent receives lower-trust page or tool-result content containing a request to redirect an effectful action. The evidence does not independently establish consequences beyond the record's supported outcome; a numerical impact band cannot be justified from the available evidence. Evidence grade C reflects the source attribution and independent verification limits.
Assessed Nov 7, 2026 using diggingbeagle.assessment/1.
Evidence basis: CLM-DB07-128-OUTCOME · CLM-DB07-128-MECHANISM · CLM-ENR-DB07-048-RECIPIENT-GATE-LIMIT · SPILLWAY: Recipient provenance checks for agent tool calls
At a glance
Gate actual recipient/destination and data scope at the side-effect point, then red-team alternate approved sinks.
Read the implicationsGuarantee only target-identifiable tools and destinations, not allowed recipient with modified amount/message; 389 variants partly used for rule tuning.
Limits and uncertaintyFull account
Prompt-injected or tool-derived text can try to redirect an agent action to a different recipient while preserving a plausible task narrative. SPILLWAY binds recipient selection to verified provenance instead of model prose.
The paper reports eliminating attacker-targeted redirects in its selected benchmark tests, not a universal claim that every tool exfiltration path is closed.
SPILLWAY separates two failures that prompt sanitization alone does not solve. Untrusted tool or page text may instruct the assistant to send a permitted tool action to a different recipient, while a plausible task explanation makes the redirection look harmless. The proposed defense first verifies the destination against typed provenance and admission rules, then removes injected instructions from inbound text. Its reported benchmark reductions apply to tools with identifiable destinations; they do not establish safety for actions in which the recipient remains legitimate but the amount, message content or other parameters are poisoned. An allowed endpoint is therefore a necessary condition for this class of action, not proof that the complete operation matches the user's authorization.
A prompt-cleaning filter may remove suspicious instructions while leaving the agent free to substitute a destination in an otherwise legitimate tool call. SPILLWAY instead checks typed recipient provenance at the effect boundary. Its reported successes therefore cover tested destination substitutions, not all possible data leaks: a permitted recipient can still receive poisoned content or excessive confidential data. Germline's per-call data isolation studies that second class of problem, demonstrating why destination identity and payload authorization are separate controls.
Mechanism and trust boundary
- 01
An agent receives lower-trust page or tool-result content containing a request to redirect an effectful action.
- 02
Without admission checks, the agent may reuse a legitimate tool but substitute an attacker-targeted destination.
- 03
SPILLWAY's typed recipient check rejects the unauthorized target before the tool call and separately sanitizes inbound instructions.
Claims & evidence
CLM-DB07-128-OUTCOMEThe paper reports eliminating attacker-targeted redirects in its selected benchmark tests, not a universal claim that every tool exfiltration path is closed.supported
Basis: reported finding
- supportsSPILLWAY: Recipient provenance checks for agent tool callsprimary disclosure
Paper method and experimental recipient redirection benchmark
CLM-DB07-128-MECHANISMPrompt-injected or tool-derived text can try to redirect an agent action to a different recipient while preserving a plausible task narrative. SPILLWAY binds recipient selection to verified provenance instead of model prose.supported
Basis: reported finding
- supportsSPILLWAY: Recipient provenance checks for agent tool callsprimary disclosure
Paper method and experimental recipient redirection benchmark
CLM-ENR-DB07-048-RECIPIENT-GATE-LIMITSPILLWAY blocks unauthorized destination substitutions in the tested agent-tool workflows through recipient provenance checks, but its successful benchmark results do not establish protection against content poisoning sent to an otherwise authorized recipient.supported
Basis: reported finding
- supportsSPILLWAY: Recipient provenance checks for agent tool callsprimary disclosure
SPILLWAY typed destination provenance and benchmark limitations
Implications
Gate actual recipient/destination and data scope at the side-effect point, then red-team alternate approved sinks.
Unknowns and contradictions
- Guarantee only target-identifiable tools and destinations, not allowed recipient with modified amount/message; 389 variants partly used for rule tuning.
Sources and citation
Material revision history
- Nov 7, 2026 · Published version · first publication · revision 227