All Articles
Fixing uv add Errors with Python ML Packages
Practical fixes for uv add failing with transformers, torch, numpy, and other ML packages — covering Python version mismatches, dependency conflicts, CUDA/CPU torch selection, and build errors.
Engineering Quality Into AI Agents — When Autonomous Execution Breaks and How to Prevent It
Autonomous AI agents degrade over time. This article shows how to catch the decay before it breaks, with multi-stage verification gates and a failure dictionary that lets agents self-recover — drawn from running four sites with multiple agents in parallel.
Retry Isn't Always the Answer in Antigravity — How to Tell When to Retry vs. When to Rethink
Learn when to use Antigravity's Retry feature and when it's time to change your approach entirely. A practical guide to diagnosing root causes before burning time on repeated failed attempts.
Why `uv add transformers` Fails Inside Antigravity, and How to Actually Fix It
If `uv add transformers` errors out, or it succeeds but Antigravity's agent still throws ModuleNotFoundError, there are five distinct causes. Here is how to diagnose them in order.
Can Antigravity Post to Instagram and TikTok Automatically? — Building an SNS Marketing Automation Pipeline
Learn how to build an automated posting pipeline for Instagram and TikTok using Antigravity agents. From Meta Graph API setup to TikTok Content Posting API integration, this guide walks you through a working implementation.
Getting Started with AR on Android Using io.github.sceneview — Working Past AnchorNode Errors
A practical guide to building Android AR features with SceneView (io.github.sceneview): AnchorNode error fixes, ARCore session and install handling, plane visualization, and combining Antigravity AI for dynamic scene generation.
Multi-Agent CI/CD Quality Gate — Automating PR Review, Testing, and Security with Antigravity × GitHub Actions
A complete implementation guide for building a multi-agent CI/CD quality gate using AgentKit 2.0 and GitHub Actions. Covers parallel code review, test generation, and security scanning agents — with production cost management and pitfall solutions.
Building a SwiftUI Multimodal AI App with Antigravity and Gemma 4 — Camera, Photo Library, and Text Input in One Complete Guide
A complete implementation guide for building a multimodal AI app in SwiftUI using Antigravity and Gemma 4. Covers Core ML integration, camera and photo library handling, error management, and App Store privacy compliance.
Google Antigravity May 2026 Update Roundup — UE5 Integration, A2A Support, AgentKit 2.0 Refinements
What's worth knowing in Google Antigravity as of May 2026: Unreal Engine 5 integration, the A2A protocol, and AgentKit 2.0 refinements — covered with the on-device behavior I observed, not the marketing copy.
Gemma 4 × Antigravity Complete Practical Guide — Local LLM, RAG, Ollama/LM Studio Integration
A practical, production-grade guide to running Antigravity with Gemma 4 — covering local LLM setup, RAG pipelines, Ollama/LM Studio integration, and fine-tuning. Includes troubleshooting and operational best practices.
Google Antigravity vs Cursor vs Bolt — What App Building Across Real Projects Taught Me
After running real app projects through Google Antigravity, Cursor, and Bolt side by side, the right choice depends on the phase you're in. A field-tested breakdown across project lifecycle and team size — not a feature checklist.
Designing a Weekly Rhythm with Antigravity — Solo Development Alongside an Art Practice
I run an indie app studio while traveling for art projects. After three months of using Antigravity day-by-day, I rebuilt my workflow around a weekly cycle — and the way I use Agent mode changed completely. This article walks through the rhythm I now use.