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Research

Technical deep dives, reproducible tests, and tool evaluations.

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 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.

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.

Architecture diagram illustrating full VRAM residency for 27B models on a 24GB GPU, showing weight sizing, KV cache headroom, and memory bandwidth performance.

27b Llm Local Deployment Research

Local Deployment of 27B Large Language Models: The 24GB Hardware Blueprint

Learn how to run 27B LLMs on a 24GB GPU. Master VRAM sizing, GGUF/EXL2 quantization, and Ollama configs to achieve high-throughput local inference today.