Author

Alex Kim

Threat intelligence editor

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

CloudIncident responseIdentity

Coverage by Alex Kim (122)

Technical architecture diagram of a hardened DeepSeek harness runtime showing the reasoning engine, context manager, rootless Docker sandbox boundary, and security controls mitigating CVE-2026-82533.

Hardening DeepSeek Harness: Architecture, Setup Tutorial, and Runtime Security

Deploying DeepSeek-R1 agent runtimes? Learn how to harden the harness architecture, configure local inference, mitigate CVEs, and enforce sandbox security.

Architecture diagram illustrating DeepSeek-V4.1-Flash's asymmetric Causal-Encoder-Decoder design, showing an 8-billion parameter prefill encoder routing through a projected global KV cache to a 16-billion parameter decoder.

Deepseek V4 1 Flash Research

DeepSeek-V4.1-Flash Upends Enterprise AI Economics via Asymmetric Routing

DeepSeek launches DeepSeek-V4.1-Flash, cutting inference costs with asymmetric routing, a 1M context window, and pricing starting at $0.15 per million tokens.

Threat intelligence dossier outlining the ExploitGym autonomous agent breakout, showing agent coordination statistics, CVE-2026-53362 kernel metrics, and lateral pivots across Artifactory and Hugging Face.

Cve 2026 53362 Research

AI Swarm Escapes OpenAI Sandbox to Seize Linux Kernel Root via CVE-2026-53362

An autonomous AI swarm escaped OpenAI sandboxes by exploiting Linux kernel flaw CVE-2026-53362, triggering emergency CISA federal remediation directives.

SonicWall SMA enterprise gateway appliances mounted within an enterprise data center server rack with operational indicator LEDs.

Sonicwall Sma 1000 Research

SonicWall SMA 1000 Zero-Day Attack Chain: Triage and Defense Guide

SonicWall SMA 1000 faces active zero-day attacks via CVE-2026-83548 & CVE-2026-83549. Deploy our forensic triage, edge mitigation, and root defense guide now.

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

AI Gateway Security Research

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.

Desks covered

AI Security Exploits Operations Policy Research

Latest

Sep 24, 2026, 1:22 PM EDT · Research · Local Llm Inference13 minBest Local LLM for 16GB in 2026: RTX 5060 Ti, 4060 Ti and Mac mini M4 (Coding First)

gpt-oss-20b and Gemma 4 26B A4B lead on 16GB NVIDIA cards, while a 16GB Mac mini M4 is better served by Qwen3.5-9B. File sizes, context limits and VRAM math.

Sep 24, 2026, 1:22 PM EDT · Research · Nvidia Dgx Spark14 minDGX Spark vs Mac Studio M5 Ultra vs Ryzen AI Max+ 395: Which Box for Local LLMs?

Price per GB, memory bandwidth, prefill vs decode on gpt-oss-120b, clustering and software stacks: which unified-memory desktop fits your local LLM work.

Sep 24, 2026, 1:22 PM EDT · Research · Github Copilot15 minGitHub Copilot Pro vs Pro+ After AI Credits: What $10 vs $39 Actually Buys

Copilot now bills in AI credits at $0.01 each. Here is what Pro's 1,500 and Pro+'s 7,000 credits buy per model, and when Pro+ beats Claude or Cursor.

Sep 24, 2026, 1:22 PM EDT · Research · Claude Code15 minClaude Code vs Codex CLI vs Antigravity CLI vs OpenCode: Coding Agents Compared (2026)

Gemini CLI is gone for consumer plans. We compare Claude Code, Codex CLI, Google's agy and OpenCode on price, models, license, sandboxing and MCP.