Author

Alex Kim

Threat intelligence editor

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

CloudIncident responseIdentity

Coverage by Alex Kim (121)

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.

Threat intelligence dossier detailing Jenkins vulnerability CVE-2024-23897 with CVSS 9.8 metrics, args4j file-read mechanics, and RansomEXX supply chain disruption.

Cve 2024 23897 Research

Critical Jenkins Flaw Weaponized for Ransomware: How CVE-2024-23897 Threatens CI/CD Infrastructure

Jenkins flaw CVE-2024-23897 is being actively exploited for ransomware and RCE. Learn how to secure your CI/CD infrastructure and mitigate this critical bug.

Threat intelligence dossier outlining CVE-2024-39717 in Versa Director, detailing Volt Typhoon exploitation mechanics, VersaMem in-memory webshell, and carrier blast radius.

Cve 2024 39717 Research

Chinese State Hackers Breach Telecom SD-WAN Management Systems via Versa Zero-Day

Chinese state hackers exploit a Versa Networks zero-day (CVE-2024-39717) to breach telecom SD-WANs with VersaMem webshells. Discover root cause and fixes.

Threat dossier poster comparing SolarWinds Web Help Desk vulnerabilities CVE-2024-28986 and CVE-2024-28987 with severity scores, target endpoints, and remediation timelines.

Solarwinds Web Help Desk Research

SolarWinds Web Help Desk Flaws: Technical Analysis, Triage, and Defense

Analyze critical SolarWinds Web Help Desk vulnerabilities (CVE-2024-28986 & CVE-2024-28987). Learn triage steps, detection rules, and hardening playbooks.

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.

Architectural breakdown of Valkey multi-threaded engine showing parallel I/O threads, lock-free ring buffer, main execution core, and async background workers alongside throughput and latency stats.

Valkey Architecture Research

Valkey Architecture & Benchmarks: Zero-Downtime SRE Migration Runbook

Discover Valkey architecture, 1.3M+ RPS benchmarks, and a zero-downtime SRE migration runbook from Redis 7.2 with production tuning and performance tips.

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.

Threat intelligence dossier detailing the Palo Alto Networks Expedition exploit chain, CVSS scores, affected assets, and credential rotation workflow.

Palo Alto Networks Expedition Research

Critical Flaws in Palo Alto Networks Expedition Expose Enterprise Firewalls to Takeover

Critical vulnerabilities in Palo Alto Networks Expedition expose core firewalls to hijack. Learn the exploit chains, forensic triage, and mitigation steps.

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.