Articles

Vibe testing applies the vibe coding philosophy to QA: describe what should happen in natural language, and AI generates, executes, and maintains the tests. Playwright MCP makes it practical by connecting AI agents to a real browser through the accessibility tree. Here is how it works, where it excels, and where it breaks down.

Anthropic shipped Dynamic Workflows in Claude Code on May 28, 2026. The feature lets Claude write a JavaScript orchestration script at runtime, spin up to 1,000 subagents in parallel, and coordinate their work across an entire codebase. Here is how it works, where it fits alongside LangGraph and Temporal, and what it cannot do yet.

The AI coding tools market doubled to $12.8 billion in 18 months. 90% of professional developers use an AI tool daily. The category has fractured into coding agents, agent frameworks, a protocol layer, generation platforms, and an evaluation stack. Here is the complete field guide to what shipped, what works, and what to watch next.

In the tool-calling interface, AI models see a JSON Schema, a description, and a name — not your implementation code. That schema is the entire interface contract. Here's how tool exposure works in 2026.

The Model Context Protocol gives AI agents access to real systems. That power introduces real risks — from prompt injection through tools to tool poisoning attacks.