Case · DiggingBeagle record

Agent-wallet tests blocked transaction effects despite successful prompt injection

A revised October 20 study reports two models substituted malicious counterparties in eight of eight attack trials, while an execution-bound EVM authorization verifier rejected unauthorized effects. Legitimate requests frequently failed to clear the same boundary.

Scope

August preprint extended in October 20 peer-reviewed journal study; author-designed policy fixtures, two open-weight models, and a local EVM prototype; no production victim.

Assessment profile

Assessment method
Setting
research demonstration
Exploitation
demonstrated
Evidence
Grade B
Remediation
mitigation available
AI role
AGAINST AI
Basis and provenance

Primary August preprint and indexed October peer-reviewed abstract describe bounded research tests and a local EVM reference architecture, with no production attack or independently executed replication here. The August preprint directly verifies the 48-fixture baseline and Base observability denominators; the October text is available as an indexed primary abstract, not as an independently reproduced implementation. The verifier is a proposed technical mitigation, not an audited deployment. A monetary severity band would confuse prevented experimental effects with realized damage. The 6/16 legitimate acceptance rate is a material availability limitation.

Assessed Oct 21, 2026 using diggingbeagle.assessment/1.

At a glance

Timeline

  1. Oct 20, 2026
    disclosure

    Public disclosure

Claims & evidence

CLM-AIS-SCOPEThe paper describes a local EVM proof of concept and author-designed tests, not real mainnet theft prevention, production audit results or resistance to malicious keys and policies.supported

Basis: reported finding

Link to claim
CLM-AIS-GATEWAYA gateway that authorized a proposal but did not bind the authorized decision to execution bytes admitted 20/20 targeted post-decision modifications in the authors’ separate synthetic fixtures.supported

Basis: reported finding

Link to claim
CLM-AIS-BASELINESIn the original synthetic authorization comparison, direct agent execution admitted 36/36 unauthorized effects, prompt-only policy admitted 20/36 and AIS admitted 0/36.supported

Basis: reported finding

Link to claim
CLM-AIS-LEGITIMATEOnly 6 of 16 legitimate model-produced requests were authorized in the reported model-in-the-loop experiments, limiting availability in that setup.supported

Basis: reported finding

Link to claim
CLM-AIS-48-FIXTURESThe August preprint defines 48 fixed fixtures across four financial domains, including 36 unauthorized-intent attacks and eight admissible fixtures. It does not run a live language model in that original prototype comparison.supported

Basis: reported finding

Link to claim
CLM-AIS-COUNTERPARTYThe revised October study reports eight of eight prompt-injection attempts successfully changed proposed transaction counterparties in two evaluated open-weight models, with zero unauthorized executions under the independent authorization layer.supported

Basis: reported finding

Link to claim
CLM-AIS-REPLAY-DELIVERYThe August AIS prototype rejected all four tested replay attempts and all eight recipient or rail substitutions, and withheld completion in four of four service-delivery failure fixtures. These are selected conformance checks, not observed production probabilities.supported

Basis: reported finding

Link to claim
CLM-AIS-LEDGER-OBSERVABILITYAn August preprint observability sample contained 1,700 address-transaction rows associated with public Base x402 facilitator addresses; 1,193 met the authors' candidate Base USDC EIP-3009 filter. Neither count establishes the number of autonomous agent purchases, underlying mandates or services delivered.supported

Basis: reported finding

Link to claim

Implications

An attacker winning the model-level prompt contest is not equivalent to winning execution rights. Compare authorized effects and legitimate completion separately.

Controls and mitigations

  • Tested architectural control: verify signed, single-use, time-bounded authority bound to the exact canonical financial action intent, mandate and current policy before executing an effect.
  • Verify delivery, settlement, independent audit evidence and legitimate-request completion separately; the experimental success counts alone do not establish these outcomes in production.

Unknowns and contradictions

  • Full October journal text and Zenodo replication were inaccessible or not run in this research environment.
  • Frontier-model, mainnet and cross-protocol outcomes are untested.
  • 6/16 legitimate authorizations illustrate that rigid policy can block authorized work.
  • The public Base sample is an observability exercise, not proof of 1,700 autonomous agent purchases or of approved economic mandates.
  • The initial August fixture comparison did not invoke a live LLM; October model trials are a separate cohort.

Sources and citation

Material revision history

  1. Oct 21, 2026 · Canonical change recorded · new in release · revision 180