Short takes on architecture decisions, platform engineering and AI-augmented delivery.
Follow me on LinkedInMCP doesn't replace APIs. APIs are built for applications; MCP gives AI agents a standard way to discover tools, resources, prompts and existing services. Application → API, AI agent → MCP → APIs / tools / data.
An AI-enabled API adds an intelligence layer between the contract and execution, bringing new responsibilities: context management, model orchestration, tool execution, guardrails, semantic caching and cost observability.
An agent that explores your web app in a real browser, writes a living spec of how it behaves, re-walks flows nightly to catch regressions like silent API 500s, and files findings to Jira. Runs entirely on your machine.