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Fresh reporting on active vulnerabilities, security patches, incident response, and threat research for defenders.
Model Context Protocol (MCP) lacks cryptographic capability attestation. We analyze tool description poisoning, sampling hijacking, and zero-trust proxy design.
In agentic workflows, prefill latency and prefix caching matter more than raw tok/s. We benchmark SGLang RadixAttention vs vLLM PagedAttention and APC.
Choosing a $6,000 local AI workstation: Apple Silicon Unified Memory (128GB-256GB) vs Dual RTX 5090 (64GB). Sizing 70B/236B MoE models, TTFT, and TCO.
Can the RTX 5090 run 70B models? We break down 32GB VRAM sizing, Blackwell NVFP4 vs FP8 benchmarks, KV cache math, and vLLM vs SGLang configurations.
Claude Code CLI burns 400k to 2.5M tokens per task. We analyze subscription tiers (Pro, Max 5x, Max 20x) vs direct API pricing with prompt caching.
Cursor Ultra, Claude Max 20x, and ChatGPT Pro all charge $200/month. We stress-test real rate limits, usage pools, and token ROI during 8-hour sprint days.
Prism ML’s Ternary Bonsai 2 27B compresses Qwen3.8 into 5.9GB at 1.76 bits per weight. Here is how the math works and what independent testing reveals.
Unpatched Microsoft Defender zero-day ShieldCrash allows arbitrary file read as SYSTEM, bypassing recent patches. Learn technical details and mitigations.