DriftNet: A Dual-Head Trajectory Transformer for Detecting and Localizing Prompt Injection in LLM Agents

When an indirect prompt injection succeeds against an LLM agent, the compromise is visible in the agent's own behavior: a benign prefix of tool calls, a poisoned observation, and a suffix of actions that serve the attacker. An operator needs three facts: where the attack entered, which steps it...

Malicious code in devplatform-po-transformer (npm)

Source: amazon-inspector 555faac3cf4078b125af0858613813fb3f3bc780a573ddc5713b23d1046c9c71 On require of the package, platform.js detects OS/arch and downloads an opaque binary from Cloudflare Workers hostnames assembled at runtime from split-string arrays oob-worker.cf99-9b3.workers.dev,...

Malicious code in babel-transformer (npm)

--- Credit: OpenSSF source...

CVE-2026-53671 PREVAIL: Context-write no-op in do_mem_store allows unsafe eBPF programs to pass verification

PREVAIL is a Polynomial-Runtime EBPF Verifier using an Abstract Interpretation Layer. Prior to version 0.2.4, the abstract transformer in prevail treats writes through a TCTX-typed base register as a silent no-op: domemstore in src/crab/ebpftransformer.cpp only models TSTACK stores, and the...

EUVD-2026-70243

PREVAIL is a Polynomial-Runtime EBPF Verifier using an Abstract Interpretation Layer. Prior to version 0.2.4, the abstract transformer in prevail treats writes through a TCTX-typed base register as a silent no-op: domemstore in src/crab/ebpftransformer.cpp only models TSTACK stores, and the...

CVE-2026-53671

PREVAIL is a polynomial-runtime eBPF verifier. Prior to version 0.2.4 , its abstract transformer in do_mem_store (src/crab/ebpf_transformer.cpp) silently ignores writes through a T_CTX -typed base register, and the checker's T_CTX bounds arm never tests AccessType::write. An attacker can craft an...

CVE-2026-53671: Incorrect Calculation

PREVAIL is a Polynomial-Runtime EBPF Verifier using an Abstract Interpretation Layer. Prior to version 0.2.4, the abstract transformer in prevail treats writes through a TCTX-typed base register as a silent no-op: domemstore in src/crab/ebpftransformer.cpp only models TSTACK stores, and the...

PT-2026-84841

PREVAIL is a Polynomial-Runtime EBPF Verifier using an Abstract Interpretation Layer. Prior to version 0.2.4, the abstract transformer in prevail treats writes through a T CTX-typed base register as a silent no-op: do mem store in src/crab/ebpf transformer.cpp only models T STACK stores, and the...

CVE-2026-81322

Exposure of Sensitive Information to an Unauthorized Actor vulnerability in ash-project ashcloak allows anyone with access to logs, error trackers, or crash reports, or anyone who can trigger a validation error, to recover the plaintext of a field the library encrypts...

EEF-CVE-2026-81322 Cloaked plaintext leaks through a non-sensitive action argument in AshCloak

Summary Exposure of Sensitive Information to an Unauthorized Actor vulnerability in ash-project ashcloak allows anyone with access to logs, error trackers, or crash reports, or anyone who can trigger a validation error, to recover the plaintext of a field the library encrypts...

CVE-2026-81322

CVE-2026-81322 is an information disclosure vulnerability in ash-project ash_cloak (versions 0.1.0 through before 0.4.0). The root cause is in AshCloak.Transformers.SetUpEncryption, which creates an action argument carrying the plaintext value of a cloaked attribute. This argument inherits the se...

CVE-2026-81322 Cloaked plaintext leaks through a non-sensitive action argument in AshCloak

Exposure of Sensitive Information to an Unauthorized Actor vulnerability in ash-project ashcloak allows anyone with access to logs, error trackers, or crash reports, or anyone who can trigger a validation error, to recover the plaintext of a field the library encrypts...

CVE-2026-81322 Cloaked plaintext leaks through a non-sensitive action argument in AshCloak

Exposure of Sensitive Information to an Unauthorized Actor vulnerability in ash-project ashcloak allows anyone with access to logs, error trackers, or crash reports, or anyone who can trigger a validation error, to recover the plaintext of a field the library encrypts...

PT-2026-83625

Exposure of Sensitive Information to an Unauthorized Actor vulnerability in ash-project ash cloak allows anyone with access to logs, error trackers, or crash reports, or anyone who can trigger a validation error, to recover the plaintext of a field the library encrypts...

A Simple Transformer Pipeline for Full-Key Side-Channel Attacks on Uncropped Datasets

Deep learning-based side-channel analysis has historically focused on single-byte targets and manually cropped traces, which risks discarding exploitable leakage. While recent work has proposed specialized architectures and resampling techniques to address this gap, the literature lacks a simple...

CVE-2026-59311

A local unprivileged user on the same host can redirect all Zip/UnZip transformer output into a directory of their choosing by pre-creating /tmp/ziptransformer as a symlink before the application starts. Spring Integration 7.1.0 Spring Integration 7.0.0 - 7.0.5 Spring Integration 6.5.0 - 6.5.10...

CVE-2026-59311

Spring Integration is vulnerable to a symlink pre-creation attack on its predictable /tmp/ziptransformer work directory. A local unprivileged user on the same host can pre-create that path as a symlink before the application starts, redirecting all Zip/Unzip transformer output into a directory of...

EUVD-2026-67195

A local unprivileged user on the same host can redirect all Zip/UnZip transformer output into a directory of their choosing by pre-creating /tmp/ziptransformer as a symlink before the application starts. Spring Integration 7.1.0 Spring Integration 7.0.0 - 7.0.5 Spring Integration 6.5.0 - 6.5.10...

CVE-2026-59311

A local unprivileged user on the same host can redirect all Zip/UnZip transformer output into a directory of their choosing by pre-creating /tmp/ziptransformer as a symlink before the application starts. Spring Integration 7.1.0 Spring Integration 7.0.0 - 7.0.5 Spring Integration 6.5.0 - 6.5.10...

CVE-2026-59311 Fixed predictable /tmp/ziptransformer work directory enables symlink pre-creation

A local unprivileged user on the same host can redirect all Zip/UnZip transformer output into a directory of their choosing by pre-creating /tmp/ziptransformer as a symlink before the application starts. Spring Integration 7.1.0 Spring Integration 7.0.0 - 7.0.5 Spring Integration 6.5.0 - 6.5.10...