Attack ChainAIDerived
Hypothetical attack flow derived from CVE metadata – not a confirmed exploit chain
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AccessGain control of a peer rank or network-adjacent position
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ExploitSend crafted RCCL collective data
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ExecutionTrigger untrusted pointer dereference
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ImpactExecute arbitrary code on target node
Vulnerability Assessment
| Weakness |
CWE
ASVS 5.0
V15 - Secure Coding and Architecture Untrusted pointer prevention
|
| Exploitation Conditions | Exploitation requires the attacker to control a peer rank within an RCCL (ROCm Communication Collectives Library) collective-communication group - i.e., participation in a multi-GPU/multi-node distributed workload on AMD Instinct hardware - or a network-adjacent position on the collective fabric; this maps to PR:L, so some authenticated/privileged foothold in the compute environment is needed, not anonymous internet access. The flaw is an improper input validation leading to an attacker-controlled pointer dereference (CWE-822). Limiting factors: AC:H indicates specific conditions/timing or data shaping are required, RCCL is only exercised in distributed GPU workloads (not a default internet-facing service), and the attack surface is confined to AMD Instinct MI200/MI300-class GPU deployments running the affected RCCL version. |
| Impact | This is a moderate-priority issue rather than a drop-everything emergency, and the signals are largely consistent. The CVSS 4.0 vector (AV:N/AC:H/AT:N/PR:L/UI:N) describes a network-reachable but high-complexity flaw that requires some level of privilege - consistent with the description's 'compromised peer rank or network-adjacent attacker,' meaning the attacker must already be a participant in, or adjacent to, an RCCL collective-communication group rather than an arbitrary internet attacker. Technical impact is high (VC:H/VI:H/VA:H), and the untrusted-pointer-dereference weakness (CWE-822) plausibly supports remote code execution. However, no EPSS score, no CISA KEV listing, and no public POC were provided, so there is no public-exploitation signal. The combination of AC:H (high attack complexity), PR:L (requires privilege), and a deployment footprint limited to AMD Instinct datacenter GPU clusters strongly argues for targeted, insider-or-tenant-level risk rather than mass exploitation. Net: a genuine high-impact bug worth patching in AI/HPC environments, but not a high-probability widespread-exploitation threat on current evidence. No conflicting signals were observed, but the absence of EPSS/KEV/POC means exploitation likelihood cannot be quantified from the input. |
| Exploit ScenarioDerived | In a multi-GPU AMD Instinct training or HPC cluster, an attacker who controls one peer rank (e.g., a malicious tenant, compromised node, or network-adjacent host on the collective fabric) sends crafted data through RCCL that fails input validation and causes an attacker-controlled pointer to be dereferenced. Under the right conditions this can corrupt memory and lead to arbitrary code execution on the targeted node. No public exploit code was identified at time of analysis, and the high attack complexity means exploitation is non-trivial. |
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Alert meAnalysisAIv1 – Oct 06, 2026
Attacker-controlled pointer dereference in AMD's ROCm Communication Collectives Library (RCCL) can escalate to remote code execution when a compromised peer rank - or a network-adjacent attacker on the collective fabric - participates in a multi-GPU or multi-node distributed workload. The defect (CWE-822, untrusted pointer dereference) affects RCCL running on AMD Instinct MI200/MI300/MI350-class accelerators and carries a CVSS 4.0 base score of 7.7 (vector AV:N/AC:H/AT:N/PR:L/UI:N, High confidentiality/integrity/availability), mapping to an assessed CVSS 3.1 of AV:N/AC:H/PR:L/UI:N/S:U/C:H/I:H/A:H. Exploitation is not confirmed as active (CVE is not in CISA KEV) and no public exploit code has been identified at time of analysis; the attack requires a pre-existing foothold as a peer rank inside the collective group rather than anonymous internet access, so this is a moderate-priority issue for distributed AMD GPU deployments rather than an internet-wide emergency.
RemediationAI
AMD addressed this issue through its product security bulletin AMD-SB-6033 (https://www.amd.com/en/resources/product-security/bulletin/AMD-SB-6033.html), which should be treated as the authoritative source for the fixed RCCL build and per-platform version guidance; the exact patched version is not enumerated in the available data and must be taken from that bulletin rather than inferred. Because exploitation requires controlling a peer rank or fabric-adjacent position, the highest-value compensating controls are environmental: restrict the collective interconnect (InfiniBand/RoCE fabric or the sockets path) to trusted nodes via partitioning and switch-level ACLs, and segregate or forbid untrusted tenants from sharing a collective group - this removes the PR:L foothold the attack depends on, at the cost of reduced cluster sharing and tighter job-scheduling constraints. Admission control in the job scheduler (co-scheduling only mutually trusted users/jobs onto the same RCCL group) and credential hardening of the distributed runtime are practical stopgaps with minor operational overhead. Where a transport is not required, disabling unused RCCL transports can shrink the parsable input surface, but this changes performance and topology behavior and should be validated against the workload. Monitor for anomalous collective traffic, unexpected peer identities and process crashes in rank handlers, and treat any RCCL version not confirmed fixed by AMD-SB-6033 as unpatched.
Affected VersionsENISA
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Technical ContextAI · show details
RCCL is AMD's collective-communication library for the ROCm software stack, providing allreduce, broadcast, allgather and related primitives used by distributed deep-learning frameworks such as PyTorch DDP and Horovod, as well as MPI-style HPC workloads. It transports data over RDMA/InfiniBand, RoCE or TCP sockets and shared-memory paths, exchanging rank metadata, buffers and address information between participating processes. The root cause here is CWE-822 (Untrusted Pointer Dereference): input received from a peer rank is insufficiently validated before a pointer derived from it is dereferenced, so a malicious rank can supply a crafted address and steer the receiving process to read or write attacker-chosen memory, which in a native-code GPU runtime can be leveraged toward remote code execution in the hosting process. Because RCCL is only exercised in distributed GPU workloads, it is not a default internet-facing service; the practical attack surface is a multi-GPU or multi-node AMD Instinct cluster where an attacker already controls one rank or can inject traffic on the collective interconnect. The AV:N/AC:H/PR:L assessment reflects that a limited-privilege foothold inside the compute environment is required (PR:L), while AC:H captures the specific timing and data-shaping conditions needed to land the malicious pointer in a dereferenced path; the CPE set (AMD Instinct MI210, MI250, MI250X, MI300A, MI300X, MI308X, MI325X, MI350X, MI355X) defines the hardware platforms reviewed by the vendor advisory.
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Severity by source
CVSS:4.0/AV:N/AC:H/AT:N/PR:L/UI:N/VC:H/VI:H/VA:H/SC:N/SI:N/SA:N
Reachable over the collective network (AV:N) but requires a controlled peer rank (PR:L) and specific data-shaping conditions (AC:H); RCE yields full C/I/A impact with no scope change.
Primary rating from Vendor (AMD).
CVSS VectorVendor: AMD
DescriptionCVE.org
Improper input validation in the AMD ROCm Communication Collectives Library (RCCL) could allow a compromised peer rank or network-adjacent attacker to dereference an attacker-controlled pointer, potentially resulting in remote code execution.
Executive ViewAI
AMD's ROCm Communication Collectives Library (RCCL) on AMD Instinct MI200, MI300, and MI350 accelerators contains a high-severity pointer dereference flaw that could let a compromised peer rank execute code across distributed GPU workloads. The issue requires an authenticated foothold inside the collective and no public exploit has been identified at time of analysis, so it is not an internet-wide emergency, but organizations running multi-node AMD GPU clusters for AI, HPC, or analytics should treat it as a material risk to workload integrity and sensitive data. Leadership should care because successful exploitation could disrupt critical GPU-accelerated services and compromise model, training, or inference data.
No vendor-released patch identified at time of analysis. Interim mitigations: restrict collective fabric to trusted, authenticated peer ranks; segment GPU interconnect networks; enforce mutual authentication and least privilege; monitor for anomalous peer-rank activity; isolate high-risk multi-node AMD Instinct MI200/MI300/MI350 workloads until vendor guidance or patch is available.
Threat Intelligence Overview
How this decision was reached
The engine reads each signal below and applies a fixed list of rules from top to bottom. The first rule that matches sets the recommended action – like a statement, every line is shown.
What every action level means
SSVC AssessmentENISA
Priority Score
Attack Technique
Remote Code Execution represents the critical moment when an attacker successfully runs arbitrary code on a target system without physical access.
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