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Lyrie.ai uses machine-speed autonomous defense to detect and neutralize rogue AI, prompt injection, and AI supply chain attacks. It responds before human analysts can react.

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Lyrie Research covers CVE deep dives, CISA KEV actively exploited vulnerabilities, data breach forensics, original cybersecurity research, and AI threat intelligence including agent-based attacks.

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Research

New papers, new attacks, new defenses.

72 stories

arXiv cs.CR: A UEFI System with SPDM to Protect Against Unauthorized Device Connections

1 min·3 sources·research-arxiv-cs-cr-a-uefi-system-with-spdm-to-protect-again

arXiv cs.CR: Agentic AI and the Industrialization of Cyber Offense: Forecast, Consequences, and Defensive Priorities for Enterprises and the Mittelstand

1 min·3 sources·research-arxiv-cs-cr-agentic-ai-and-the-industrialization-of-

arXiv cs.CR: Evaluating Prompt Injection Defenses for Educational LLM Tutors: Security-Usability-Latency Trade-offs

1 min·3 sources·research-arxiv-cs-cr-evaluating-prompt-injection-defenses-for

arXiv cs.CR: From Specification to Deployment: Empirical Evidence from a W3C VC + DID Trust Infrastructure for Autonomous Agents

1 min·3 sources·research-arxiv-cs-cr-from-specification-to-deployment-empiric

arXiv cs.CR: Language Models Can Autonomously Hack and Self-Replicate

1 min·3 sources·research-arxiv-cs-cr-language-models-can-autonomously-hack-an

arXiv cs.CR: Narrow Secret Loyalty Dodges Black-Box Audits

1 min·3 sources·research-arxiv-cs-cr-narrow-secret-loyalty-dodges-black-box-a

arXiv cs.CR: PAMPOS: Causal Transformer-based Trajectory Prediction for Attack-Agnostic Misbehavior Detection in V2X Networks

1 min·3 sources·research-arxiv-cs-cr-pampos-causal-transformer-based-trajecto

arXiv cs.CR: The Cost of Quantum Resistance: A Hash-Based Commit-Reveal Alternative for Minimizing Blockchain Infrastructure Overhead

1 min·3 sources·research-arxiv-cs-cr-the-cost-of-quantum-resistance-a-hash-ba

arXiv cs.CR: TUANDROMD-X: Advanced Entropy and Visual Analytics Dataset for Enhanced Malware Detection and Classification

1 min·3 sources·research-arxiv-cs-cr-tuandromd-x-advanced-entropy-and-visual-

arXiv cs.CR: Binary Image-Based Intrusion Detection for Operational Technology Networks: Extending the SPHBI Methodology from IoT to Modbus TCP

1 min·3 sources·research-arxiv-cs-cr-binary-image-based-intrusion-detection-f

arXiv cs.CR: Decompose to Understand, Fuse to Detect: Frequency-Decoupled Anomaly Detection for Encrypted Network Traffic

1 min·3 sources·research-arxiv-cs-cr-decompose-to-understand-fuse-to-detect-f

arXiv cs.CR: LiteShield: Hybrid Feature Selection-Driven Lightweight Intrusion Detection for Resource-Constrained IoT Networks

1 min·3 sources·research-arxiv-cs-cr-liteshield-hybrid-feature-selection-driv

arXiv cs.CR: Ambient Persuasion in a Deployed AI Agent: Unauthorized Escalation Following Routine Non-Adversarial Content Exposure

1 min·3 sources·research-arxiv-cs-cr-ambient-persuasion-in-a-deployed-ai-agen

arXiv cs.CR: Lightweight Tamper-Evident Log Integrity Verification for IoT Edge Environments: A Merkle Tree Pipeline with Adaptive Chunking

1 min·3 sources·research-arxiv-cs-cr-lightweight-tamper-evident-log-integrity

arXiv cs.CR: Selfie-Capture Dynamics as an Auxiliary Signal Against Deepfakes and Injection Attacks for Mobile Identity Verification

1 min·3 sources·research-arxiv-cs-cr-selfie-capture-dynamics-as-an-auxiliary-

arXiv cs.CR: Symbolic Execution Meets Multi-LLM Orchestration: Detecting Memory Vulnerabilities in Incomplete Rust CVE Snippets

1 min·3 sources·research-arxiv-cs-cr-symbolic-execution-meets-multi-llm-orche

The Trust Ladder: How TeamPCP Climbed From Security Scanners to Password Managers — Six Weeks of Supply Chain Escalation, Post-Mortem

10 min·0 sources·teampcp-checkmarx-trust-ladder-supply-chain-postmortem

Research

arXiv cs.CR: A UEFI System with SPDM to Protect Against Unauthorized Device Connections

arXiv cs.CR: Agentic AI and the Industrialization of Cyber Offense: Forecast, Consequences, and Defensive Priorities for Enterprises and the Mittelstand

arXiv cs.CR: Evaluating Prompt Injection Defenses for Educational LLM Tutors: Security-Usability-Latency Trade-offs

arXiv cs.CR: From Specification to Deployment: Empirical Evidence from a W3C VC + DID Trust Infrastructure for Autonomous Agents

arXiv cs.CR: Language Models Can Autonomously Hack and Self-Replicate

arXiv cs.CR: Narrow Secret Loyalty Dodges Black-Box Audits

arXiv cs.CR: PAMPOS: Causal Transformer-based Trajectory Prediction for Attack-Agnostic Misbehavior Detection in V2X Networks

arXiv cs.CR: The Cost of Quantum Resistance: A Hash-Based Commit-Reveal Alternative for Minimizing Blockchain Infrastructure Overhead

arXiv cs.CR: TUANDROMD-X: Advanced Entropy and Visual Analytics Dataset for Enhanced Malware Detection and Classification

arXiv cs.CR: When Routine Chats Turn Toxic: Unintended Long-Term State Poisoning in Personalized Agents

arXiv cs.CR: A Novel Byte-Level Flow-to-Image Encoding Method for Network Intrusion Detection Systems

arXiv cs.CR: Differential Privacy in the Extensive-Form Bandit Problem

arXiv cs.CR: Dynamic Authorization for Knowledge-Base Agents in 6G

arXiv cs.CR: GLiNER Guard: Unified Encoder Family for Production LLM Safety and Privacy

arXiv cs.CR: How Far Are VLMs from Privacy Awareness in the Physical World? An Empirical Study

arXiv cs.CR: Identifier-Free Code Embedding Models for Scalable Search

arXiv cs.CR: Sealing the Audit-Runtime Gap for LLM Skills

arXiv cs.CR: SecureMCP: A Policy-Enforced LLM Data Access Framework for AIoT Systems via Model Context Protocol

arXiv cs.CR: Securing the Agent: Vendor-Neutral, Multitenant Enterprise Retrieval and Tool Use

arXiv cs.CR: Shattering the Echo Chamber: Hidden Safeguards in Manuscripts Against the AI Takeover of Peer Review

arXiv cs.CR: Assessing Generalisation Capability of Machine Learning Models for Intrusion Detection

arXiv cs.CR: Binary Image-Based Intrusion Detection for Operational Technology Networks: Extending the SPHBI Methodology from IoT to Modbus TCP

arXiv cs.CR: Laundering AI Authority with Adversarial Examples

arXiv cs.CR: Lightweight Vulnerability Detection from Code Metrics and Token Features

arXiv cs.CR: Membership Inference Attacks for Retrieval Based In-Context Learning for Document Question Answering

arXiv cs.CR: Quantum-Resistant Networks: A Review of Primitives, Protocols and Best Practices

arXiv cs.CR: Revocation-Ready CP-ABE Key Management for Blockchain-Based IoT Data Sharing

arXiv cs.CR: Root-Cause-Driven Automated Vulnerability Repair

arXiv cs.CR: Towards a Zero-Trust Supply-Chain Assurance Rubric for ORAN RIC Applications

arXiv cs.CR: Undetectable Backdoors in Model Parameters: Hiding Sparse Secrets in High Dimensions

arXiv cs.CR: ChaRVoC: A Challenge-Response Voice Cancelable Authentication System

arXiv cs.CR: Contrastive Privacy: A Semantic Approach to Measuring Privacy of AI-based Sanitization

arXiv cs.CR: Decompose to Understand, Fuse to Detect: Frequency-Decoupled Anomaly Detection for Encrypted Network Traffic

arXiv cs.CR: LiteShield: Hybrid Feature Selection-Driven Lightweight Intrusion Detection for Resource-Constrained IoT Networks

arXiv cs.CR: Observability for Post-Quantum TLS Readiness: A Multi-Surface Evidence Framework

arXiv cs.CR: PHANTOM: Polymorphic Honeytoken Adaptation with Narrative-Tailored Organisational Mimicry

arXiv cs.CR: Safety in Embodied AI: A Survey of Risks, Attacks, and Defenses

arXiv cs.CR: SoK: After Decades of Web Tracker Detection, What's Next?

arXiv cs.CR: Towards a Risk-Cost Model for Financial Adaptive Authentication

arXiv cs.CR: Tracing the Dynamics of Refusal: Exploiting Latent Refusal Trajectories for Robust Jailbreak Detection

arXiv cs.CR: A Sentence Relation-Based Approach to Sanitizing Malicious Instructions

arXiv cs.CR: Certified Purity for Cognitive Workflow Executors: From Static Analysis to Cryptographic Attestation

arXiv cs.CR: Composable Post-Quantum Security for FADEC-Coupled Dual-Spool Turbofan Cyber-Physical Systems

arXiv cs.CR: E-MIA: Exam-Style Black-Box Membership Inference Attacks against RAG Systems

arXiv cs.CR: FLRSP: Privacy-Preserving Federated Learning Using Randomly Selected Model Parameters

arXiv cs.CR: LLM Ghostbusters: Surgical Hallucination Suppression via Adaptive Unlearning

arXiv cs.CR: Revisiting Privacy Leakage in Machine Unlearning: Membership Inference Beyond the Forgotten Set

arXiv cs.CR: SRTJ: Self-Evolving Rule-Driven Training-Free LLM Jailbreaking

arXiv cs.CR: Trace: Unmasking AI Attack Agents Through Terminal Behavior Fingerprinting

arXiv cs.CR: When Embedding-Based Defenses Fail: Rethinking Safety in LLM-Based Multi-Agent Systems

arXiv cs.CR: Alignment Contracts for Agentic Security Systems

arXiv cs.CR: Ambient Persuasion in a Deployed AI Agent: Unauthorized Escalation Following Routine Non-Adversarial Content Exposure

arXiv cs.CR: Attention Is Where You Attack

arXiv cs.CR: Compliance-Aware Agentic Payments on Stablecoin Rails

arXiv cs.CR: I can't recognize (yet): Delayed Rendering to Defeat Visual Phishing Detectors

arXiv cs.CR: Lightweight Tamper-Evident Log Integrity Verification for IoT Edge Environments: A Merkle Tree Pipeline with Adaptive Chunking

arXiv cs.CR: Selfie-Capture Dynamics as an Auxiliary Signal Against Deepfakes and Injection Attacks for Mobile Identity Verification

arXiv cs.CR: Symbolic Execution Meets Multi-LLM Orchestration: Detecting Memory Vulnerabilities in Incomplete Rust CVE Snippets

arXiv cs.CR: XekRung Technical Report

arXiv cs.CR: zkSBOM: Privacy-Preserving SBOM Sharing with Zero-Knowledge Sets

Hacking the Hunters: How TeamPCP Turned Security Tooling Into the Supply Chain Weapon

The 48-Hour Supply Chain Siege: Shai-Hulud, TeamPCP, and the Week the Developer Toolchain Became the Kill Chain

The Trust Ladder: How TeamPCP Climbed From Security Scanners to Password Managers — Six Weeks of Supply Chain Escalation, Post-Mortem

The Scanner That Scanned You Back: TeamPCP's Second Checkmarx Breach and the April 2026 Supply Chain Siege

Project Zero: On the Effectiveness of Mutational Grammar Fuzzing

Project Zero: A Deep Dive into the GetProcessHandleFromHwnd API

Project Zero: Bypassing Administrator Protection by Abusing UI Access

Project Zero: Breaking the Sound Barrier, Part II: Exploiting CVE-2024-54529

Project Zero: Bypassing Windows Administrator Protection

Project Zero: A 0-click exploit chain for the Pixel 9 Part 1: Decoding Dolby

Project Zero: Welcome to the new Project Zero Blog

Project Zero: Thinking Outside The Box [dusted off draft from 2017]