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Fresh reporting on active vulnerabilities, security patches, incident response, and threat research for defenders.
gpt-oss-20b and Gemma 4 26B A4B lead on 16GB NVIDIA cards, while a 16GB Mac mini M4 is better served by Qwen3.5-9B. File sizes, context limits and VRAM math.
Price per GB, memory bandwidth, prefill vs decode on gpt-oss-120b, clustering and software stacks: which unified-memory desktop fits your local LLM work.
Copilot now bills in AI credits at $0.01 each. Here is what Pro's 1,500 and Pro+'s 7,000 credits buy per model, and when Pro+ beats Claude or Cursor.
Gemini CLI is gone for consumer plans. We compare Claude Code, Codex CLI, Google's agy and OpenCode on price, models, license, sandboxing and MCP.
All three now sell a 5x tier at $100 and a 20x tier at $200. We compare coding agents, limits, deep-reasoning modes and bundles, then pick by persona.
Opus 5.5 lists at $4/$20, Astra and Fable 5.1 at $10/$50. We compare cost per completed task, sourced benchmarks, speed, context and caching.
Opus 5.5 is now Claude Code's default on Pro. What a $20 plan's 5-hour window really covers, where it runs dry, and when Max 5x or 20x pays off.
How OpenClaw and Nous Research's Hermes Agent compare on architecture and local models, plus the major 2026 CVEs and a hardening checklist for both.