A developer integrated NAM A2-Lite, a compact neural amp model, directly into an iRig HD X audio interface by repurposing its NXP Cortex-M7 microcontroller. The guitar signal now runs through amp modeling on the device itself at 48 kHz, eliminating the need for external computers while maintaining real-time performance within tight memory and processing constraints.
Astah Pro MCP is a plugin that enables AI agents to design and manipulate UML models programmatically, supporting diagram creation, code generation, and sketch-to-diagram conversion. It implements experimental programmatic tool calling and integrates with multiple AI agents including Claude Code, with performance benchmarks ranging from 13 to 41 minutes for sample modeling tasks.