MCP in practice: giving AI agents real access to your product
Model Context Protocol went from Anthropic side-project to industry standard in eighteen months. What building an MCP server for a real product…
Appesto
Tag: llm
Building streaming LLM features that feel fast: the UX and engineering patterns
Server-Sent Events, optimistic UI, and graceful fallbacks. The patterns we've settled on for building AI features that feel responsive even when the…
Vibe coding vs. agentic engineering: the distinction that matters in 2026
Vibe coding shipped MVPs. Agentic engineering is shipping production systems. Here's the workflow, the tooling stack, and exactly where each approach breaks…
Five product patterns we copied from AI-native apps
Streaming UI, optimistic tool calls, and graceful degradation when the model is wrong. Patterns worth stealing even if your app isn't AI-first.