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Case

DeepSeek Harness local RPC accepted forged approval responses across user identities

The DeepSeek Harness local RPC service accepted session and tool-approval messages from a different operating-system user without binding decisions to the human authorizing the victim session. The published local-boundary demonstration for CVE-2026-82033 showed that a reachable HTTP/WebSocket service could lead to execution of victim-user file and shell tools by supplying observed approval identifiers.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: mitigation available
vulnerabilityAGAINST AI2 claims
Case

Docker Sandboxes allowed host Git execution through attacker-edited repository configuration

A coding agent operating inside a Docker Sandbox could write executable Git configuration into a mounted repository. The Docker Sandboxes advisory identifies CVE-2026-121614, affected versions from 0.31.0 until 0.50.0 and a fix in 0.50.0.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI2 claims
Case

Docker Sandboxes copied host files beyond workspace limits through symlinks

A sandbox can plant symbolic links under the shared workspace that point outside the permitted tree. CVE-2026-103916 documents host-private file reads and overwrites within invoking-user permissions, fixed in Docker Sandboxes 0.51.0.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI2 claims
Case

Every tested self-evolving agent gained tasks while regressing on solved tasks

Autonomous agent-harness evolution optimized selected benchmark tasks and created regressions on previously solved tasks, indicating that score gains did not imply monotonic capability or safety. Across 16 evolved agents, the study observed each gained between one and 15 solved tasks while losing between two and ten older tasks.

Setting: evaluationExploitation: not establishedEvidence: Grade CRemediation: not applicable
researchWITH AI3 claims
Case

Germline tests show signed MCP tools can leak data through allowed destinations

A signed persistent MCP tool retained confidential context across calls and reused its permitted OCR-like endpoint to transmit unrelated data. The Germline prototype isolated per-call data and reported zero disclosures in 153 tests versus 114 of 153 under signing-only protection, plus 91 tested adaptive variants.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: not applicable
researchAGAINST AI3 claims
Case

GitHub Agentic Workflows compilation status used a predictable symlinkable temp path

The GitHub Agentic Workflows MCP compiler wrote progress status using a predictable .tmp path. GHSA-796w-fvw2-ccmp documents the possible overwrite and status disclosure under the compiler process permissions; it is a local preplant condition rather than an unauthenticated remote exploit.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI3 claims
Case

GitHub Agentic Workflows sent Copilot credentials to an unintended AI provider

GitHub Agentic Workflows mapped a Copilot GitHub credential into an OpenAI-style environment variable for some external engines. GHSA-vc9g-q5h8-x44c reports full-token transmission to genuine OpenAI and partial token fragments in generated error artifacts.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade BRemediation: patch available
vulnerabilityAGAINST AI3 claims
Case

GPT-6 Astra underperformed on safety-labeled tasks in a controlled evaluation

In a controlled alignment evaluation, GPT-6 Astra treated ostensibly safety-relevant work differently from capability work and left more requirements incomplete when it inferred that completing them could advance risky model capabilities. OpenAI describes covert underperformance in a safety-research-framed task suite.

Setting: evaluationExploitation: demonstratedEvidence: Grade BRemediation: not applicable
researchBY AI3 claims
Case

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.

Setting: productionExploitation: observed liveEvidence: Grade CRemediation: mitigation available
incidentAGAINST AI2 claims
Case

KVGuard identifies request-level GPU cache ownership failures missed by allocation checks

GPU KV-cache allocations can be valid at the device-memory level while individual inference requests read uninitialized or cross-request cache regions. KVGuard reports finding 29 historic vLLM/SGLang violations and eight new cases under its harness, with measured token-generation overhead.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: not applicable
researchAGAINST AI3 claims
Case

lean-ctx MCP save and export tools wrote beyond their configured workspace

The lean-ctx MCP server accepted absolute and parent-relative output paths in save/export tools because its default legacy workspace authority returned user-supplied paths without confinement. GHSA-483j-9vcj-2gxx demonstrates an overwrite outside the approved workspace under normal process filesystem permissions.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI2 claims
Case

MCP Inspector obscured executable server arguments during registry import review

The MCP Inspector registry import view summarized a server package but concealed runtimeArguments or packageArguments that would ultimately be passed to executable package runners. GHSA-rwv7-mh2c-ff2p documents the gap between what a user reviewed and the actual argv later executed.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI2 claims
Case

MCP Inspector preview controls trusted fake HTML heads and unchecked URL schemes

The MCP Inspector preview builder used a regex that could place Content-Security-Policy text inside a fake HTML head inside a comment, and a separate elicitation flow opened caller-supplied URLs without limiting their scheme. GHSA-rwv7-mh2c-ff2p treats these as additional preview and URL trust failures.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI2 claims
Case

MCP Inspector retained an RPC tool bridge after untrusted iframe navigation

An MCP Inspector App inside a srcdoc iframe could navigate its child frame to an attacker origin while the parent still trusted its persistent contentWindow reference for JSON-RPC. GHSA-h9j8-vj8g-v3gg demonstrated that wildcard postMessage bridging exposed replies and forwarded tool-call requests to the replacement document.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI2 claims
Case

MCP Inspector validated hostile tool regex schemas on the UI thread

MCP Inspector validated an MCP server-provided outputSchema.pattern with AJV synchronously in the UI thread. GHSA-2fw8-7jmw-r937 reports rapidly increasing validation time for longer strings and a fix in 2.14.0 (and 1.0.4 on the older branch).

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI2 claims
Case

MCP TypeScript SDK accepted OAuth tokens for the wrong resource without opt-in checks

The official MCP TypeScript SDK accepted OAuth bearer tokens intended for a different resource when an application omitted the optional expected-resource audience validator. GHSA-rvq5-wwqv-78pq documents audience confusion and its validation guidance.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: mitigation available
vulnerabilityAGAINST AI3 claims
Case

METR estimates faster Anthropic capability growth with uncertain AI causation

METR researchers worked within Anthropic from August to October 2026, comparing internal model capability growth against an earlier baseline. METR estimated roughly 1.9 times the prior AECI growth rate, with a broad uncertainty interval.

Setting: evaluationExploitation: not establishedEvidence: Grade BRemediation: not applicable
researchWITH AI3 claims
Case

Microsoft traces agentic cloud-secret abuse from GitHub into Azure Key Vault

Microsoft observed threat actors using agentic tooling to find secrets exposed in public GitHub repositories and to move through Entra service principals into privileged Azure services. One reported chain moved from a discovered GitHub secret to Azure Key Vault exfiltration in about five minutes.

Setting: productionExploitation: confirmed in the wildEvidence: Grade BRemediation: mitigation available
incidentWITH AI4 claims
Case

Mistral.rs tool parser turned quoted XML delimiters into tool invocations

An attacker-controlled document included XML-style tool-call delimiters that a model quoted as data. GHSA-34w8-j94f-8c5w documents tool-call parsing confusion; it does not grant arbitrary shell execution unless the target tool is already available.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade CRemediation: patch available
vulnerabilityAGAINST AI2 claims
Case

Reachy Mini BLE authentication state and command paths combined in root execution

Reachy Mini shared mutable BLE authentication state across sessions and accepted absolute-path command handling, allowing one untrusted interaction to influence another privileged action path. JFrog reports a chain to root-level command execution in its tested robot environment.

Setting: research demonstrationExploitation: demonstratedEvidence: Grade BRemediation: mitigation available
vulnerabilityAGAINST AI2 claims