A distributed jailbreak/skill package used prompt instructions to alter the assistant global configuration, adding advertising for an external AI gateway as a persistent tool-use preference. Check Point traced the Haiou skill-bundle mechanism to global instruction pollution, a prompt-level persistence path. Public evidence does not establish universal…
Inspect the ClaimsCase · DiggingBeagle record
Haiou Codex skill bundles inserted persistent gateway advertising into global instructions
A distributed jailbreak/skill package used prompt instructions to alter the assistant global configuration, adding advertising for an external AI gateway as a persistent tool-use preference. Check Point traced the Haiou skill-bundle mechanism to global instruction pollution, a prompt-level persistence path.
Public disclosure: Nov 3, 2026
Reported incident or observed attacker activity; separate observed access from inferred downstream use and unverified victims.
Assessment profile
Assessment method- Setting
- production
- Exploitation
- observed live
- Evidence
- Grade C
- Remediation
- mitigation available
- AI role
- AGAINST AI
Basis and provenance
production; observed live. The cited primary disclosure supports the specific sequence and boundaries described here: User or agent obtains a third-party Codex skill/jailbreak package containing instructions aimed at configuration rather than the immediate task. 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-DB07-144-OUTCOME · CLM-DB07-144-MECHANISM · Check Point: Prompt adware in Haiou Codex skill bundles
At a glance
Treat downloaded skills and instruction files as data until explicitly authorized; inspect persistent global instructions for unexpected commercial links.
Read the implicationsNo proof gateway steals tokens or every downloader installs; signature authenticates issuer not safety, unusual file not malicious executable per se.
Limits and uncertaintyFull account
A distributed jailbreak/skill package used prompt instructions to alter the assistant global configuration, adding advertising for an external AI gateway as a persistent tool-use preference.
Check Point traced the Haiou skill-bundle mechanism to global instruction pollution, a prompt-level persistence path. Public evidence does not establish universal installation, credential compromise or successful attacker-paid conversions.
The important persistence mechanism is the relocation of a skill's lower-trust instructions into a global assistant configuration. Check Point describes Haiou skill and jailbreak bundles instructing the user's coding assistant to carry a commercial AI gateway recommendation into future sessions. That is answer and tool-preference pollution: the message can outlive the original download and appear unrelated to the skill that introduced it. A signed or recognizable package name would not prove the requested global instruction was appropriate. The public report does not establish that the promoted gateway stole credentials or that every download led to a persistent modification. The control boundary is who may edit global agent instructions, not merely whether the original skill file can be opened.
The persistence mechanism is not an exploit of model weights. A downloaded skill package modifies durable instruction material, which a coding assistant later treats as its operating guidance; the resulting referral or gateway recommendation can survive the initial conversation. Inspecting only the chat transcript misses the changed on-disk instructions. The case does not establish that every installation of the named editor was infected or that an advertisement necessarily carried code execution. The reusable control question is which files a skill installer may write and how later assistants distinguish installed policy from untrusted package content.
Mechanism and trust boundary
- 01
User or agent obtains a third-party Codex skill/jailbreak package containing instructions aimed at configuration rather than the immediate task.
- 02
The assistant treats those instructions as permission to modify a global preference or gateway recommendation.
- 03
Later sessions inherit an advertising preference that is no longer visibly attached to the original lower-trust package.
Claims & evidence
CLM-DB07-144-OUTCOMECheck Point traced the Haiou skill-bundle mechanism to global instruction pollution, a prompt-level persistence path. Public evidence does not establish universal installation, credential compromise or successful attacker-paid conversions.supported
Basis: reported finding
- supportsCheck Point: Prompt adware in Haiou Codex skill bundlesprimary disclosure
Check Point: Free the Model, Sell the Gateway; Haiou Codex skill analysis
CLM-DB07-144-MECHANISMA distributed jailbreak/skill package used prompt instructions to alter the assistant global configuration, adding advertising for an external AI gateway as a persistent tool-use preference.supported
Basis: reported finding
- supportsCheck Point: Prompt adware in Haiou Codex skill bundlesprimary disclosure
Check Point: Free the Model, Sell the Gateway; Haiou Codex skill analysis
Implications
Treat downloaded skills and instruction files as data until explicitly authorized; inspect persistent global instructions for unexpected commercial links.
Unknowns and contradictions
- No proof gateway steals tokens or every downloader installs; signature authenticates issuer not safety, unusual file not malicious executable per se.
Sources and citation
Material revision history
- Nov 7, 2026 · Published version · first publication · revision 227