Practical Acceleration in LLM and AI Pipelines. Control-Aware Neural Network Pruning. Hardware, Model Quantization, and Fast Inference Trends. Ecosystem: Agentic Tools, Machine Context, and MCP Integrations. Model Workflows for Coding: Best-in-Breed and Real-World Friction