Building a Coding Agent System with Gemma 4 × Antigravity — A Complete Implementation Guide for Code Review, Test Generation, and Refactoring
A hands-on guide to building a 3-agent collaborative system using Gemma 4 and Antigravity AgentKit 2.0, covering code review, automated test generation, and refactoring suggestions. Includes production-quality code and pitfall solutions.
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.
Mastering API-First Development with Antigravity — Auto-Generate Code, Tests & Docs from OpenAPI Specs
Learn how to leverage Antigravity's AI agents to build a complete API-first development workflow — from OpenAPI specification design to automated code generation, testing, and documentation.
Browser Sub-Agent Practical Guide — AI Autonomously Operating the Web
How to hand nightly browser automation to an Antigravity agent safely: a read/mutate/irreversible permission model, plus a measured rate-limit comparison that cut 429s from 147 to single digits.
Auto-Generate Test Code with Antigravity AI — Unit, Integration & E2E Testing Strategy
Generate unit, integration, and E2E tests with Antigravity AI: Playwright-based E2E strategy, mutation testing concepts, and agent usage best practices.
Debugging and Testing with Antigravity — Prompt Patterns That Held Up in Solo Development
How to hand the first move of debugging and test generation to Google Antigravity's AI agents — the prompt patterns I rely on, and the context to add so the agent doesn't latch onto the wrong fix.