Antigravity Background Agent in Production — Task Specs, git worktree Parallelism, and the Interactions API
From the sandbox VM to task specifications, AGENTS.md, git worktree parallelism, CI/CD wiring through the Interactions API, and realistic cost estimates — including the mistakes that shaped each one.
How I Cut Gemini API Costs by 75% Using Context Caching in Antigravity
A complete implementation guide for Gemini API context caching in Antigravity — with working TypeScript and Python code, real cost calculation examples, and three production-ready patterns to dramatically reduce your API spend.
Semantic Caching for LLM Responses in Antigravity — Estimating Your Own Savings Before You Build It
Building a semantic LLM response cache with Antigravity, pgvector, and Gemini. Covers migrating off the retired text-embedding-004, normalizing truncated vectors, and a formula that turns hit rate and unit-cost ratio into an actual savings estimate.
Maximizing Development Speed with Antigravity × Gemini 2.5 Flash: A Practical Guide
A practical guide to using Gemini 2.5 Flash in Antigravity IDE. Learn when to use Flash vs Pro, how to save credits, and how to build a faster iteration workflow.
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 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 AI Credits: March 2026 Pricing Edition
Master Antigravity's new credit system with strategies for Pro and Ultra plans. Learn to optimize spending across Gemini Flash, Pro, and Claude models.
Antigravity AI Credit Optimization — Practical Strategies to Maximize Output While Minimizing Costs
A deep analysis of Antigravity's new AI credit system. From understanding credit consumption patterns to cost optimization strategies, this guide helps you get maximum output on any budget.