All Articles
Fine-Tuning Gemma 4 in Practice: From Google Colab to Vertex AI
A practical guide to fine-tuning Gemma 4 with QLoRA on Google Colab (free GPU) and Vertex AI. Covers dataset preparation, 4-bit quantization, LoRA adapter configuration, training, and inference — with working code throughout.
Running Gemma 4 Locally with Antigravity: The Complete Production Setup Guide
A step-by-step guide to integrating Gemma 4 with Antigravity via Ollama. Covers model size selection, GPU tuning, Python API usage, config setup, and troubleshooting slow responses and memory crashes.
Error Still Showing After Asking Antigravity to Fix It — 5 Common Causes and Solutions
When Antigravity says it fixed your error but the red squiggles remain, there are usually five culprits. This guide walks through stale caches, wrong file targets, error type mismatch, language server lag, and stale context — with practical steps to resolve each.
Gemini API Python Error Code Guide — Fixing RESOURCE_EXHAUSTED, SAFETY, INVALID_ARGUMENT in Antigravity Development
A practical guide to fixing common Gemini API Python SDK errors — RESOURCE_EXHAUSTED, SAFETY, INVALID_ARGUMENT, and DEADLINE_EXCEEDED — with real code examples for developers building with Antigravity.
Maximizing Antigravity's AI Code Completion — Settings and Practical Techniques for the Gemma 4 Era
Gemma 4 integration has significantly upgraded Antigravity's code completion. Learn the key settings and real-world techniques that make a measurable difference in your daily development.
Building a Fully Automated iOS App Release Pipeline with Antigravity — From Screenshot Generation to App Store Review Management
Use Antigravity, App Store Connect API, and GitHub Actions to automate every step from build to App Store submission. A complete advanced guide covering AI screenshot captions, metadata optimization, and rejection analysis.
Building a macOS Menu Bar App with Antigravity — SwiftUI × StatusItem × Shortcuts Integration Master Class
A hands-on guide to building a macOS menu bar app from scratch using Antigravity and SwiftUI. Covers MenuBarExtra, StatusItem, Apple Shortcuts, LaunchAtLogin, Notarization, and Universal Binary distribution.
Antigravity × Python Structured Output Mastery: Building Type-Safe AI Data Pipelines with Pydantic and Google Gen AI SDK
A complete guide to designing and implementing type-safe AI data extraction pipelines using Google Gen AI SDK Structured Output and Pydantic in Antigravity. Covers schema design, error recovery, async processing, and cost optimization.
Building and Releasing an Art Portfolio App for iOS and Android with Antigravity — The Full Story
How I used Antigravity to build a portfolio app for my own artwork and release it simultaneously on iOS and Android — from concept through App Store and Google Play approval.
An Honest Year with Antigravity — A Review from a Developer Who's Also an Artist
What a year of daily Antigravity use actually looks like from someone who does both app development and art — the genuine strengths, the real frustrations, and why I keep using it.
Three Months of Shipping Apps with Antigravity — An Indie Developer's Honest Report
A candid three-month record of using Antigravity to ship features continuously as a solo developer. What worked, what didn't, and the specific techniques that made the difference.
Antigravity Tab Completion Not Working? Here's How to Fix It
Tab completion in Antigravity not triggering, or suggestions feel off? This guide walks through the most common causes—settings, context, network, and cache—with clear fixes for each.