Author

Alex Kim

Threat intelligence editor

Focuses on cloud identity, incident response, and exploitation trends.

CloudIncident responseIdentity

Coverage by Alex Kim (121)

Technical dossier infographic detailing the Copy2Pwn CVE-2024-38213 Windows SmartScreen Mark of the Web bypass vulnerability, showing affected components, exploit mechanisms, and attack flow.

Cve 2024 38213 Research

Inside Copy2Pwn: The Windows SmartScreen Zero-Day Exploited by DarkGate

Explore CVE-2024-38213 (Copy2Pwn), the Windows SmartScreen zero-day bypass exploited by DarkGate via WebDAV UNC shares, plus detection and mitigation rules.

Threat dossier infographic detailing CVE-2024-6800 in GitHub Enterprise Server, showing a 9.5 CVSS score, SAML signature wrapping attack vector, and affected versions.

Cve 2024 6800 Research

Critical SAML Signature Wrapping Flaw Exposes GitHub Enterprise Server to Unauthenticated Admin Takeover

A critical SAML flaw (CVE-2024-6800, CVSS 9.5) lets attackers gain admin access on GitHub Enterprise Server. Learn the exploitation mechanism and patch steps.

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 detailing CVE-2024-38200 NTLM coercion mechanics, key protocol metrics, and Active Directory defense layers.

Cve 2024 38200 Research

Neutralizing NTLM Coercion: Architectural Strategies for CVE-2024-38200 and Active Directory Defense

Neutralize NTLM coercion and CVE-2024-38200 with architectural Active Directory defenses, perimeter egress filtering, EPA, and phased NTLM deprecation.

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.

Desks covered

Operations Research

Latest

Sep 12, 2026, 12:37 PM EDT · Research · Mlx12 minMLX vs llama.cpp on Apple Silicon: Which Local LLM Runtime to Actually Use

One is a portable inference engine, the other an array framework that also trains — and that single difference settles almost every practical question.

Sep 12, 2026, 12:37 PM EDT · Operations · Llm Evaluation14 minHow to Build an LLM Evaluation Harness That Catches Real Regressions

Public benchmarks only shortlist a model; your own cases decide whether to ship it. Here is the dataset, the scorers and the CI gates that catch real drift.

Sep 12, 2026, 12:37 PM EDT · Research · Prompt Caching11 minPrompt Caching Explained: Cutting Agent Costs Without Touching the Model

Your agent re-sends the same long prefix on every step and pays to recompute it. Here is the KV mechanism, the ordering rule it forces, and the break-even math.

Sep 12, 2026, 12:37 PM EDT · Research · Speculative Decoding11 minSpeculative Decoding and Multi-Token Prediction: How LLMs Generate Faster

Decode is memory-bound, so checking several tokens in one pass is nearly free. Here is the mechanism, the arithmetic behind it, and why quality never moves.