All Articles
Designing Antigravity Retry for Production — Idempotency, Backoff, Cost Ceilings, and Failure Triage
A production blueprint for Antigravity agent retry: idempotency, exponential backoff, token-budget ceilings, failure triage, and resumable checkpoints.
Running Antigravity in a DevContainer: A Setup Your Whole Team Can Share
Wrapping Antigravity in a DevContainer eliminates the 'works on my machine' problem. This guide walks through a minimal Dockerfile / devcontainer.json, GPU passthrough for agent workloads, and safe handling of credentials.
What an Artist Noticed After a Year with Antigravity — A Different Kind of User
A perspective on AI-assisted development from someone who thinks in visuals first and code second. What actually works for artists and creative developers using Antigravity — and what honestly doesn't.
When Antigravity Ignores Your Pasted Screenshots: A Six-Point Diagnostic Guide
Pasted a screenshot into Antigravity and got a text-only reply that ignored the image? Walk through six concrete checks — multimodal model selection, format pitfalls, paste-path differences, and OS-specific quirks — plus a fast sanity-check prompt to confirm whether the AI actually sees your image.
When Antigravity's Built-in Terminal Won't Start or Commands Fail: A Layered Diagnostic Guide
When the Antigravity terminal panel won't open, stays unresponsive, or can't find your commands, the fix depends on which layer actually broke. This guide splits the symptoms into three patterns and walks through each recovery path.
LM Studio Not Visible to Antigravity — Diagnosing Port, CORS, and Model-Load Layers
When Antigravity can't see LM Studio's models, the fix is rarely one setting. Walk through the three layers — server port, CORS, and model visibility — and recover cleanly, with the exact commands to verify each step.
Antigravity × Local LLM (Ollama / LM Studio / LM Link): A Production Connection Playbook
Getting Antigravity to connect to Ollama, LM Studio, or LM Link is the easy part. Running on that setup for eight hours a day, week after week, surfaces disconnects, model-swap hangs, stale sessions after lunch, and VRAM pressure from other processes. This playbook covers hardening the connection layer, picking the right backend for the task, and designing the fallback path for when local goes silent.
Antigravity Retry Stuck in a Loop? A Triage Guide That Actually Breaks It
Pressing retry in Antigravity feels like it should eventually work, but sometimes the same failure keeps coming back with only tiny variations. This guide names the three modes the retry loop falls into, walks through a triage flow, and gives you a rule of thumb for when to stop retrying and start intervening.
Using Antigravity's Retry Feature Wisely — A Smarter Way to Resume Failed Agent Runs
Antigravity's Retry button is not a reroll. This guide explains when retry actually helps, how to prepare context before retrying, and when you should stop retrying and start a fresh session.
Antigravity's April 2026 Quota Relief — What Pro and Ultra Users Can Finally Do
Google expanded AI Studio quotas in April 2026, and Antigravity got the same relief. A developer-eye view of what actually changes for paid subscribers.
Cutting Antigravity Agent Costs in Half Without Sacrificing Quality — A Practical Optimization Playbook
Running Antigravity agents full-time can drive your API bill up fast in the first month. Across four sub-agents in my own production setup, I cut monthly token consumption almost in half while keeping quality identical. Here is the before/after breakdown, the model-routing break-even, and the mistakes I made along the way.
I Tried Google's Veo 3 — What It Can Do, What It Can't, and Whether It's Worth Your Time
An honest first look at Veo 3 from someone who builds apps and creates content. What actually works, what doesn't, and where indie developers and creators might find real value right now.