All Articles
Antigravity × AgentKit 2.0 × Gemma 4: Cut API Costs by 80% with a Local Multi-Agent System in Production
A complete implementation guide to combining AgentKit 2.0 with locally-run Gemma 4, cutting cloud API costs by 80% while maintaining production-grade quality. Covers hybrid LLM routing, fault tolerance, and cost monitoring.
Gemma 4 on Antigravity: Complete Debugging Guide for Errors and Performance Issues
Gemma 4 not loading, running too slowly, or producing poor output on Antigravity? This complete guide covers VRAM requirements, quantization settings, multimodal failures, and inference speed optimization — everything specific to Gemma 4's architecture.
Antigravity Agent Says 'Done' But Nothing Changed: 5 Causes and How to Fix Them
When Antigravity's agent claims it made changes but your files look exactly the same, here's how to pinpoint the cause in under 5 minutes and actually fix it.
Antigravity Local LLM Not Connecting: Complete Troubleshooting Guide
Can't get Antigravity to connect to your local LLM? This guide covers all four failure patterns — Ollama not running, LM Studio server not started, VRAM issues, and macOS firewall blocking — with diagnostic commands and step-by-step fixes.
Gemma 4 Implicit Caching in Antigravity: Cut Your Credit Costs by 40% Without Changing a Line of Code
A practical guide to leveraging Gemma 4's Implicit Caching in Antigravity. Learn how to structure your projects to dramatically reduce credit consumption when working with large codebases.
Making Antigravity Write Type-Safe TypeScript — Eliminating `any` with Prompt Design and Rules Files
Stop `any` from creeping into AI-generated TypeScript. A practical guide to Rules file configuration and prompt design that keeps your codebase type-safe — even when Antigravity is doing the heavy lifting.
Maximizing Antigravity Performance with Gemma 4: A Practical Guide
Master Gemma 4 performance optimization in Antigravity with response speed tuning, cost reduction strategies, and complete implementation patterns for API and local execution.
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.
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.
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.