Optimizing Gemma 4 System Instructions in Antigravity — Get Dramatically Better Responses from Your Local Model
When using Gemma 4 as a local model in Antigravity, system instructions make or break response quality. Here are tested patterns and measurable results from optimizing prompts for local inference.
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.
Gemma 4 × Antigravity: Build a Local AI Code Review Setup That Never Sends Your Code to the Cloud
Run Gemma 4 locally and integrate it with Antigravity's editor for AI-powered code reviews that keep your proprietary code entirely on your machine.
Resilient AI Agents in Antigravity — Retry, Circuit Breakers, and Fallback Strategies for Production
Build fault-tolerant AI agents in Antigravity with production-grade retry strategies, circuit breakers, model fallback chains, and checkpoint recovery. Every pattern you need to keep agents running reliably.
Fixing Antigravity When Files Are Missing or the Agent Can't Access Your Project
Practical troubleshooting guide for when Antigravity's agent can't find your project files, workspace detection fails, or indexing breaks. Covers .antigravityignore, permissions, and context overflow.
Antigravity Context Window Management — Keeping AI Assistance Accurate in Large Codebases
Practical techniques for maintaining Antigravity's AI accuracy in 100K+ line projects. From eliminating context noise to strategic file referencing, these are battle-tested methods from real-world development.
Parallel Development with Antigravity and git worktree — A Practical Multi-Workspace Guide
Combine git worktree with Antigravity's multi-workspace feature to work on multiple branches simultaneously. A practical guide covering setup, conflict prevention, and real-world workflow patterns.
Antigravity × Gemini API Multimodal Complete Implementation Guide: Building Production-Ready AI Apps with Text, Images, and Audio
A comprehensive guide to building production-grade multimodal AI apps using Antigravity and the Gemini API. Covers text, image, audio, and document processing with real code, cost optimization strategies, and robust error handling patterns.
Building Real-Time Collaborative SaaS with Antigravity and Convex: From Type-Safe Data Sync to Stripe Billing
A complete guide to building a real-time collaborative SaaS using Antigravity IDE and Convex. Covers schema design, Clerk authentication, file storage, and Stripe billing with production-ready code.
Automating an App Launch with Antigravity Agents — Getting to Your First 1,000 Users
You hit publish and nothing happens. Filling that silence by handing ASO, screenshots, social rollout, review management, and competitor analysis to Antigravity's agents — through the first 1,000 users.
Gemma 4 On-Device AI Integration × Antigravity Custom Models — Advanced Workflow Guide
A comprehensive guide covering Gemma 4 on-device AI integration, fine-tuning, custom model deployment with Antigravity, and building production-ready advanced workflows.
Gemma 4 Edge AI Agents: The Complete Implementation Guide for On-Device Intelligence
A deep dive into building edge AI agents with Gemma 4. Covers Function Calling, multimodal pipelines, offline agents, and Antigravity integration patterns.