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Digital Sovereignty
Can You Run DeepSeek V4.1-Flash Locally? Not on 128GB, and Only One Box Comes CloseV4.1-Flash is 552B and ships at 510GB with experts already in FP4, so quantization cannot rescue it. The tier that holds it, and what to run now.
Can You Run GLM-5.3-Flash Locally? The 128GB Reality CheckGLM-5.3-Flash lands at 320B with 18B active under MIT. The honest hardware math: GGUF sizes, the 128GB line, and day-one runtime status.
The AI Compute Wall: Power, Chips, and Why Owning Your AI Stack Is the HedgeThe viral RAND chart, explained without the geopolitics: why AI's power and chip limits are already raising your costs, and the local-first hedge.
Self-Verifying AI Agent Loops: What's Real, What's Hype, and How to Run OneA self-verifying AI agent loop checks its own work against live sources. Here is the real technique behind the viral Kimi swarm, minus the hype.
The Ryzen AI Max+ 395 for Local LLMs: An Honest Reality CheckThe honest tokens-per-second, the $1,499-vs-$2,200 SKU trap, the Linux memory unlock, and whether a Strix Halo box can replace your Claude Code bill.
Digital Security Checklist 2026: Personal + NetworkAI models now find zero-days in every major OS. Karpathy's 15-step guide plus home network hardening to protect your digital life in 2026.
MCP Security Guide: Protect Your AI Tools from Attack (2026)MCP servers connect your AI tools to files, APIs, and system commands — but 43% have at least one vulnerability. Learn how to audit, harden, and secure your...
Local LLM Knowledge Base in Obsidian: Setup GuideAndrej Karpathy's LLM Wiki pattern lets an AI build and maintain a structured knowledge base from your documents. Here's how to set it up locally with Obsidian and...
The AI Compute Wall: Power, Chips, and Why Owning Your AI Stack Is the HedgeThe viral RAND chart, explained without the geopolitics: why AI's power and chip limits are already raising your costs, and the local-first hedge.
Self-Verifying AI Agent Loops: What's Real, What's Hype, and How to Run OneA self-verifying AI agent loop checks its own work against live sources. Here is the real technique behind the viral Kimi swarm, minus the hype.
The Ryzen AI Max+ 395 for Local LLMs: An Honest Reality CheckThe honest tokens-per-second, the $1,499-vs-$2,200 SKU trap, the Linux memory unlock, and whether a Strix Halo box can replace your Claude Code bill.
Digital Security Checklist 2026: Personal + NetworkAI models now find zero-days in every major OS. Karpathy's 15-step guide plus home network hardening to protect your digital life in 2026.
MCP Security Guide: Protect Your AI Tools from Attack (2026)MCP servers connect your AI tools to files, APIs, and system commands — but 43% have at least one vulnerability. Learn how to audit, harden, and secure your...
Local LLM Knowledge Base in Obsidian: Setup GuideAndrej Karpathy's LLM Wiki pattern lets an AI build and maintain a structured knowledge base from your documents. Here's how to set it up locally with Obsidian and...