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Insights, updates, and technical deep dives

SecurityAI AgentsSandboxingClaude CodenonoDemo

How to sandbox Claude Code with nono

February 17, 2026 - Luke Hinds

Claude Code runs with your full user permissions. Every file, credential, and command is accessible. nono uses kernel-level sandboxing to enforce default-deny access with no escape hatch — setup takes 30 seconds.

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Why I built nono

February 12, 2026 - Luke Hinds

I watched the same pattern play out with software supply chains. Now AI agents run with full user permissions and no boundaries. nono is kernel-level sandboxing that makes unauthorised operations structurally impossible.

ClassificationAI ModelsEfficiencyResearch

Why Your Classification Task Doesn't Need a $20M Model

January 28, 2026 - Luke Hinds

Specialized classification models can outperform large general-purpose models at a fraction of the cost.

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Software Supply Chain Security in the Age of AI Agents

January 21, 2026 - Luke Hinds

Exploring the challenges and solutions for ensuring software provenance with AI agents and the new paradigm they introduce.

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Local Language Models and security: Separating Fact from Fiction

January 2, 2026 - Always Further Team

Dispelling common myths about the security implications of running large language models locally versus in the cloud.

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Train a 4B Model to Beat Claude and Gemini at Tool Calling

December 25, 2025 - Always Further AI Team

A deep dive into deepfabric dataset generation, and how to train your own 4B model to outperform Claude and Gemini using DeepFabric.