Operational Semantics

How I ended up with the same MCP server defined in 5 different places, pointing to 3 different databases, using 2 different packages

From PostgreSQL backend to Liquid Glass UI — building a memory system you actually want to use

They started as 'just a CDN.' Now they're running 20% of the internet and offering what AWS charges $500/month for... at $10/month. Here's how Cloudflare became the most underrated infrastructure company in tech.

How we built a unified testing environment across 8 blockchains—and discovered that cross-chain development is a whole different game

How we connected 10 MCP servers to turn mock data into real trading intelligence

How we solved the approval problem for AI-generated NFTs in a stateless protocol

How we discovered that minimal implementations were hiding rich blockchain data

80-95% token reduction, sub-2s responses, and the world's first MCP arbitrage scanner

Or: How I spent six hours debugging Anthropic's infrastructure, only to discover my router was the villain

How to actually use the MCP Inspector when console.log is forbidden and debugging feels impossible

How we implemented API rate limiting in a completely stateless protocol

How to structure code so AI assistants can actually help when your codebase is 67,000 lines

How we transformed PostgreSQL from a dumb database into an intelligent insight engine—without sending your data to any API

How we built a production-grade memory system with PostgreSQL and pgvector for semantic search

*By Myron Koch*

How we coordinated 6 Claude Code instances to refactor 17 blockchain servers simultaneously

*Prerequisites*

*Prerequisites*

*Experience-driven innovation: How repetition revealed patterns that enabled automation*

Building a universal standard for 17 blockchain MCP servers that actually works

How we made 17 blockchains speak the same language

How JavaScript's BigInt type turned our test suites into debugging nightmares

When your MCP server crashes silently and Claude just says Something went wrong

The silent killer that breaks stdio communication and how we fixed it across 17 servers

The definitive guide to debugging MCP module compatibility issues

How we learned to stop worrying and embrace strategic code duplication across 17 blockchain servers

How our brilliant plan to share code across 17 servers became a maintenance nightmare

How we converted 67,000 lines of JavaScript to TypeScript without breaking everything

How we refactored 17 massive single-file MCP servers into organized, maintainable architectures