LLM

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October 30th, 2025 2090 7 mins

Claude Skills vs. MCP: A Tale of Two AI Customization Philosophies

AI Claude MCP Claude Skills Agent Skills AI Customization LLM Anthropic Integration Workflows

Anthropic has introduced two powerful but distinct approaches to AI customization: Claude Skills and the Model Context Protocol (MCP). While both aim to make AI more useful and integrated into our workflows, they operate on fundamentally different principles. This post explores their differences, synergies, and the exciting future they represent.

September 9th, 2025 246 9 mins

Beyond "Non-Deterministic": Deconstructing the Illusion of Randomness in LLMs

AI LLM Determinism Architecture Machine Learning Prompt Engineering Emergence

Attributing an LLM's behavior to 'non-determinism' is like blaming a complex system's emergent behavior on magic. It's an admission of incomprehension, not an explanation. The truth is far more fascinating and, for architects and engineers, far more critical to understand.