Run Llama 4 Locally: The 67GB Bill Behind the 17B Label
Run Llama 4 locally with Ollama: why a 17B Scout pull downloads 67GB, which tag fits your hardware, plus a tok/s benchmark script and a cost comparison.
AI Tools
AI coding assistants, AI-powered developer tools, prompt engineering, and AI productivity
Adobe Premiere’s AI Video Tool Hosts Rival Models
Adobe Premiere’s new Generative Media tool offers five AI video models, four of them from other companies. Here’s the scorecard on which model holds a scene.
10,000+ MCP Servers, No Session Layer: Govern Agents at Runtime
Build a Python governor that checks scope, forbidden parameters and call rate before every MCP tool call, and revokes the session on a violation.
Docker AI Agent Sandbox: Block Every Egress Path But One
Build a hardened Docker AI agent sandbox with network isolation, capability dropping, and egress filtering. Stop AI sandbox escapes in six steps.