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: Four Causes to Check First
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.
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.
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 retry strategies, circuit breakers, model fallback chains, and checkpoint recovery — plus a measured look at why exponential backoff alone leaves retry storms completely intact at 200-agent scale.
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.