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Research

Technical deep dives, reproducible tests, and tool evaluations.

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 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.

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.

Technical briefing dossier comparing Qwen 2.5-32B, Llama 3.3-70B, Gemma 2 27B, and Mistral Small 3 across benchmark metrics, context limits, and GPU VRAM hardware profiles.

Qwen 2 5 32b Research

Qwen 2.5-32B vs. Llama 3.3-70B: Enterprise Foundation Model Sizing, Benchmarks, and Local VRAM Economics

Compare Qwen 2.5-32B vs. Llama 3.3-70B on benchmarks, GPU VRAM sizing, and costs. Discover the best open-weight LLM architecture for enterprise AI deployments.

Technical dossier comparing Qwen2.5-Coder-32B against proprietary coding models across HumanEval+, SWE-bench Verified, VRAM requirements, and deployment profiles.

Qwen2 5 Coder 32b Research

Open-Weight Coding at the Frontier: Evaluating Qwen2.5-Coder-32B for Enterprise Software Engineering

Compare Qwen2.5-Coder-32B with Claude 3.5 Sonnet and GPT-4o. Explore benchmark results, local hardware sizing, TCO analysis, and enterprise coding deployment.

Architectural infographic diagram detailing the total cost of ownership and routing logic between dedicated L40S GPU hosting and managed LLM APIs for 27B models.

Llm Inference Economics Research

Enterprise Inference Economics: The Total Cost of Ownership Blueprint for 27B LLMs

Compare 27B LLM inference costs: self-hosted GPUs vs managed APIs. Explore break-even metrics, FP8 VRAM math, L40S benchmarks, and total cost of ownership.