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Research

Technical deep dives, reproducible tests, and tool evaluations.

Threat dossier diagram mapping the Starlette and LiteLLM exploit chain, CVSS severity scores, CISA KEV compliance timeline, and compromised AI infrastructure nodes.

AI Gateway Compromise: Chained Starlette and LiteLLM Flaws Expose Foundation Model Keys

Threat actors chain Starlette and LiteLLM flaws to achieve unauthenticated RCE and steal enterprise AI keys. Discover key forensic details and patch steps.

Threat intelligence dossier for CVE-2024-36971 detailing CVSS 7.8 rating, use-after-free vulnerability in the Linux destination routing cache, and exploit progression to root.

Cve 2024 36971 Research

Commercial Spyware Weaponizes Linux Kernel Privilege Escalation Flaw to Hijack Android Devices

Commercial spyware exploits Linux kernel flaw CVE-2024-36971 to hijack Android devices. Learn the technical mechanics, exploit chain, and how to patch now.

Conceptual 3D architectural illustration depicting hybrid linear recurrence and static parameter offloading in modern open-weight AI models.

Qwen 3 8 Flash Next Research

Qwen 3.8 Flash Next vs DeepSeek V4 Flash Benchmarks: Inside Alibaba’s 6B-Active Architecture and the Shift in Open-Weight Economics

Alibaba’s Qwen3.8-Flash-Next beats DeepSeek-V4-Flash on SWE-bench Pro with 6B active parameters. Explore full benchmarks, architecture, and enterprise TCO.

Technical compliance dossier outlining NIS2 and Commission Implementing Regulation 2024/2690 reporting limits, core architectural domains, and critical notification timeframes.

Nis2 Directive Research

Engineering NIS2: Implementing Technical Controls Under EU Regulation 2024/2690

Master NIS2 technical controls under EU Regulation 2024/2690. Explore DevSecOps architectures, incident reporting pipelines, and compliance audit readiness.

Technical dossier infographic comparing GLM-5.3-Flash against DeepSeek V4 across intelligence benchmarks, active parameter counts, and API token economics.

Glm 5 3 Flash Research

GLM 5.3 Flash vs DeepSeek V4 Flash: Benchmarks, Architecture, and Pricing Compared

Compare GLM 5.3 Flash vs DeepSeek V4 Flash across benchmarks, architecture, and API pricing. Explore agent performance, KV cache gains, and cost savings.

Architectural breakdown diagram showing the 3:1 linear-to-sparse hybrid attention layout, four-branch residual highway, and 2048-token context indexer shared by GLM-5.3-Flash and Qwen3.8-Flash-Next.

Qwen3 8 Flash Research

Qwen3.8 Flash vs GLM 5.3 Flash: Twin Releases Cement the 3:1 Hybrid Architecture Era

Explore how Alibaba's Qwen3.8-Flash-Next and Z.ai's GLM-5.3-Flash cement the 3:1 linear-recurrent hybrid architecture era for ultra-long context AI inference.

Threat intelligence dossier diagram illustrating Citrine Sleet's exploit chain from Chrome V8 type confusion CVE-2024-7971 to Windows kernel exploit CVE-2024-38106 and in-memory FudModule rootkit deployment.

Citrine Sleet Research

Inside Citrine Sleet’s Zero-Day Chain: Chrome V8 to Kernel Rootkit

Discover how Citrine Sleet chained a Chrome V8 zero-day with a Windows kernel exploit to deploy the stealthy FudModule rootkit and blind endpoint defenses.

Threat intelligence dossier detailing SonicWall CVE-2024-40766 vulnerability metrics, Akira ransomware attack vector, affected SSLVPN components, and key forensic event IDs.

Sonicwall Cve 2024 40766 Research

Akira Ransomware Exploits Critical SonicWall Flaw: Why Firmware Updates Alone Fail

SonicWall CVE-2024-40766 patches alone won't stop Akira ransomware. Learn how attackers bypass MFA, exploit LDAP defaults, and how to properly secure SSLVPN.