Author

Alex Kim

Threat intelligence editor

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

CloudIncident responseIdentity

Coverage by Alex Kim (122)

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 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.

Architectural infographic illustrating post-quantum cryptographic standards FIPS 203, 204, and 205, hybrid TLS 1.3 key exchange flows, and regulatory compliance deprecation milestones.

Post Quantum Cryptography Research

Post-Quantum Migration Blueprint: Engineering Networks for NIST FIPS 203–205

Prepare enterprise networks for NIST post-quantum standards FIPS 203-205. Master hybrid TLS 1.3 configs, packet fragmentation fixes, and 3-year PQC roadmaps.

Threat dossier diagram for CVE-2024-7594 detailing the Vault SSH empty principals vulnerability, CVSS 8.8 score, affected versions, and privilege escalation path to root host access.

Cve 2024 7594 Research

HashiCorp Vault Flaw (CVE-2024-7594) Allowed Root Host Takeover via Blank SSH Certificates

HashiCorp Vault flaw CVE-2024-7594 lets attackers gain root SSH access via blank certificates. Learn root cause analysis, detection scripts, and remediation.

Intelligence dossier infographic detailing DeepSeek V4-Pro's 14x pricing multiplier, 50 percent off-peak time-of-day billing schedule, and custom silicon capital expansion.

Deepseek V4 Pro Research

DeepSeek Upends AI Economics with V4 Pro Launch and Peak-Hour API Surcharges

DeepSeek launches DeepSeek-V4-Pro and introduces dynamic peak-hour API pricing, ending flat ultra-cheap rates while expanding custom silicon ambitions.

Developer workstation displaying API rate limits, model routing architectures, and token throughput graphs.

Opencode Go Research

OpenCode Go Slashes DeepSeek Quotas as AI API Reseller Economics Fracture

OpenCode Go cuts DeepSeek V4 quotas by up to 75% as peak API pricing and heavy token burn squeeze the margins of fixed-rate AI subscription aggregators.

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.