All Articles
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.
Running Gemma 4 on a Self-Hosted vLLM Server from Antigravity — A Practical Guide to Building High-Throughput Inference
Gemma 4 runs beautifully in Ollama for a single user. The moment a handful of teammates start hitting the same endpoint, throughput collapses. This guide walks you through replacing Ollama with a self-hosted vLLM server, wiring it into Antigravity as a custom endpoint, choosing a quantization level with real numbers, and hardening the stack with rate limits and LoRA routing — end to end.
Prompts Are Assets: Building a Production-Grade Prompt Management Platform with Antigravity — Versioning, A/B Testing, and Quality Evaluation
A hands-on implementation guide for treating prompts as first-class code — with versioning, A/B testing, and automated quality evaluation. Design patterns and working code for running AI agents on Antigravity with safe, continuous prompt improvement.
Antigravity × Warp Terminal: One Workflow Across Editor and AI Terminal
A practical guide to pairing Antigravity with Warp Terminal so the editor and shell share the same context — from setup to real-world patterns that saved me half an hour a day.
Tuning Gemma 4 for Yourself — A Realistic LoRA / QLoRA Workflow on a Solo Developer's Budget
Full fine-tuning of Gemma 4 is out of reach for most individuals, but LoRA / QLoRA makes personalization realistic on a solo budget. This guide walks through data prep, training settings, evaluation, and wiring the result into an Antigravity workflow — from hard-earned practical experience.
Building Production-Grade Voice Agents with Gemini Live API in Antigravity — Bidirectional Audio, Screen Share, and Latency Patterns
A field guide for shipping production-ready realtime voice agents with Gemini Live API on Antigravity. Covers architecture, latency, resilience, function calling, and cost governance with working TypeScript.
Antigravity IDE: Diagnosing Unresponsive Language Servers and Missing IntelliSense
A structured diagnostic flow for when the TypeScript, Pylance, gopls, or rust-analyzer language server goes silent inside Antigravity IDE — covering cache corruption, extension conflicts, and memory limits.
Antigravity Uses Too Much CPU and Memory: A Practical Fix Guide
When your laptop fans spin up and Antigravity holds several gigabytes of RAM, the fix starts by identifying which subprocess is actually misbehaving. Here's a per-process playbook.
Concurrent Google AI API Calls with Python asyncio in Antigravity — A Practical Guide
Learn how to use Python asyncio with the google-genai SDK inside Antigravity IDE to process multiple AI API requests concurrently. Includes Semaphore-based rate limiting and a real-world batch review analysis pipeline.
Three Practical Workflows for Pairing Antigravity with Jupyter
Three concrete workflows for combining Antigravity's agent-driven development with Jupyter's exploratory feel. Covers cell-level editing, passing execution results to the agent, and writing an AGENTS.md tuned for data analysis.
Antigravity × Creative Coding: Building Interactive Art with p5.js, Three.js, and WebGL
A hands-on guide to creative coding with Antigravity — from generative art in p5.js to 3D scenes in Three.js and custom GLSL shaders. Includes working code examples, performance pitfalls, and strategies for publishing and monetizing your work.
Building a Business Automation Agent with Antigravity × Google Workspace API — Complete Gmail, Drive, Sheets & Docs Integration
Learn how to build AI agents that automate Gmail responses, generate documents from Drive templates, and create intelligent Sheets reports using Antigravity, Google Workspace APIs, and Gemini.