Author

Alex Kim

Threat intelligence editor

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

CloudIncident responseIdentity

Coverage by Alex Kim (121)

Technical dossier graphic detailing Ling 3.0 Flash specifications, parameter counts, pricing metrics, and architectural components.

Ling 3.0 Flash Challenges Low-Latency AI Landscape with Radical Efficiency Architecture

Ant Group’s inclusionAI launches Ling 3.0 Flash, a 124B sparse MoE model featuring sub-100ms latency, dynamic reasoning, and ultra-cheap enterprise pricing.

Data graphic summarizing the Cursor Start India tier including its ₹649 INR monthly price, internal model routing with Composer 2.5 and Grok 4.5, and local payment features.

Cursor Start India Research

Anysphere Launches 'Cursor Start' in India: Localized Pricing and In-House Models Target World's Fastest-Growing Developer Hub

Anysphere launches Cursor Start in India at ₹649/month with UPI payment support, bringing localized pricing and in-house AI models to 3M developers.

Threat dossier poster for Check Point SmartConsole CVE-2026-16232 showing CVSS 9.3 critical rating, architectural attack vectors, affected releases, and key remediation versions.

Cve 2026 16232 Research

CVE-2026-16232: Hardening Check Point SmartConsole Planes

Threat actors are actively exploiting CVE-2026-16232, a critical authentication bypass in Check Point SmartConsole. Learn detection IOCs and hardening steps.

Infographic summarizing Active Directory Kerberos RC4 deprecation timeline, CVE-2026-20833 threat context, key bitmask values, and registry enforcement removal.

Active Directory Hardening Research

Active Directory Hardening: Navigating Kerberos RC4 Deprecation and the July 2026 Registry Override Removal

Microsoft is deprecating legacy Kerberos RC4 encryption. Prepare your Active Directory for the July 2026 enforcement deadline and migrate to AES keys.

Infographic detailing CA/Browser Forum SC-081 TLS certificate lifespan reduction from 398 to 47 days, operational impact stats, key enforcement dates, and affected infrastructure components.

Acme Automation Research

Practical Blueprint for ACME Automation: Navigating the 47-Day TLS Validity Mandate

Prepare for the CA/B Forum mandate reducing TLS validity to 47 days. Learn how to automate certificate lifecycle management with our step-by-step ACME guide.

Threat intelligence infographic detailing the Stadler Rail supplier data breach, ransomware metrics, affected CAD IP assets, and zero-knowledge remediation steps.

Stadler Rail Cyber Breach Research

Blueprint for Defense: Securing Third-Party Data Exchange Portals After the Stadler Rail Breach

Learn how to secure third-party data exchange portals after the Stadler Rail breach. Discover zero-trust client-side encryption and DLP defenses for CAD IP.

Threat dossier infographic detailing CVE-2026-16812 unauthenticated command injection in Arista VeloCloud Orchestrator with CVSS 10.0 rating.

Cve 2026 16812 Research

Arista VeloCloud Orchestrator Zero-Day CVE-2026-16812 Demands Active Threat Hunting and Management Isolation

Critical CVSS 10.0 zero-day CVE-2026-16812 hits Arista VeloCloud Orchestrator. Learn how to hunt for active exploits, patch versions, and isolate management…

Conceptual editorial illustration showing cloud AI infrastructure and model migration pathways.

Cloud Security Research

Enterprise LLM Pricing Model Performance Comparison: The Economics of Model Migration

As cheaper tiers reach benchmark parity on standard corporate workloads, the migration question becomes governance and availability, not raw capability.

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.