
LLMs Make Bad API Contracts More Expensive
A vague API spec used to waste human time. Now it wastes generators, mocks, validators, drift tooling, and agents all at once. AI does not cancel out sloppy contracts. It amplifies them.

A vague API spec used to waste human time. Now it wastes generators, mocks, validators, drift tooling, and agents all at once. AI does not cancel out sloppy contracts. It amplifies them.

Postman's shift from a simple tool to a bloated, cloud-locked platform has alienated many developers. Delayed Git integration, new pricing walls for collaboration, and slow start or performance issues are major turn offs for individuals, and started looking into new alternatives.
JSON Schema underpins OpenAPI 3.1, AsyncAPI, Arazzo, Spectral, APIs.json, MCP, and A2A. This post explains how each spec uses JSON Schema for structure, validation, and tooling.

Writing and refactoring tests manually is a significant bottleneck in QA workflows. Let's combine Playwright MCP with agentic code editors like AntiGravity or Copilot with a persistent AGENTS.md context file.

Software project delays often trigger because of external dependencies. Things you can't control. Learn how the ABCD framework helps resolves these bottlenecks through service mocking and virtualization.
