Blog

Technical deep dives, protocol proposals, and lessons from building AI-native developer tools.

·NeuralDiff Team

Why MCP Needs Event Subscriptions

The Model Context Protocol is request/response by design. But tools that monitor, watch, and react in real-time need something more. Here's what we're proposing.

MCPArchitectureProposal
·NeuralDiff Team

Building Training Data for Visual Regression Detection

Why quality training data is the hardest part of visual regression detection, how we built a synthetic dataset of 24,000+ mutations, and what we learned about data diversity.

ResearchDataMachine Learning