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App Dev/2026-06-30Advanced

When Every Antigravity-Written Test Is Green but the Same Bug Comes Back — Field Notes on Measuring Hollow Assertions

Your AI-written tests all pass, coverage is high, yet the same defect returns to production. The cause is over-mocking and tautological assertions. These are field notes on using mutation testing as ground truth to measure what your tests actually protect, and to fix it operationally.

Agents/2026-04-16Advanced

Building an AI Test Pipeline with Antigravity Agents: Automating Quality Assurance in Production

Learn how to build a production-grade automated test pipeline using Antigravity's AI agents — from unit test generation to E2E testing with Playwright, complete with validation layers and CI/CD integration.

Agents/2026-04-13Intermediate

Unit Testing AgentKit 2.0 Agents with Vitest — A Practical Guide

Learn how to unit test and integration test MCP skill servers built with AgentKit 2.0 using Vitest. Covers mock strategies, InMemoryTransport integration tests, and CI/CD setup with real working code examples.