When building high-volume e-commerce platforms, bolting AI agents onto disparate data stores creates fatal metric dissonance. Here is how to engineer a production-grade analytics foundation using Snowflake and dbt that cuts query times by 50% while serving as the authoritative single source of truth for both merchant dashboards and autonomous AI agents.

Trail cameras capture thousands of photos, but turning raw cellular photo streams into actionable field intelligence requires more than simple image downloads. Here is how I engineered an open-source Model Context Protocol (MCP) server for SPYPOINT cellular cameras—featuring burst clustering algorithms that group 146 photos into 14 distinct visits, strict read-only safety guardrails, and automated contact sheet generation.

Anthropic's Model Context Protocol (MCP) revolutionizes how LLMs interact with external tools and data, but official SDKs rely heavily on Node.js internals like stdio, net, and child_process. Here is how I architected LiteMCP—a high-performance, edge-native TypeScript framework designed specifically for Cloudflare Workers with zero cold starts, Web Standards SSE streaming, and full JSON-RPC 2.0 compliance.