All Articles
Building an Agent-Driven SaaS on Antigravity and Stripe — A Complete 2026 Implementation Guide
An end-to-end implementation guide for shipping an automation SaaS built on Antigravity's agent capabilities, Stripe, and Cloudflare Workers — covering task queuing, concurrency control, webhook handling, and the agent-specific edge cases (timeouts, partial failure, cost runaway) that always show up.
Launching an Indie SaaS on Antigravity — A 2026 Monetization Roadmap
A practical 2026 roadmap for monetizing an indie SaaS built with Google Antigravity's agentic IDE — covering use-case selection, agent-aware unit economics, pricing for multi-step tasks, and the retention work specific to agent-driven products.
Google Antigravity vs Cursor vs Bolt — A Monetization-First Comparison of AI Coding IDEs
A practical, money-first comparison of Antigravity, Cursor, and Bolt — which AI coding IDE earns the most in which kinds of work, what the multi-IDE stack looks like for solo founders and contractors, and how to translate Antigravity's agent model into value-based pricing.
Antigravity's New $25 / 2500 Credit Pricing — Full Breakdown of Credit Consumption and Optimization
An empirically-measured breakdown of Antigravity's $25/2500 credit plan: which actions consume how many credits, where the waste is, and how to stay within budget while building real things.
Building Idempotency Keys and Dedupe Stores in TypeScript with Antigravity
A production guide to designing idempotency keys and dedupe stores in TypeScript with Antigravity — covering Stripe webhook retries, Temporal replays, and the Cloudflare KV / Redis / Postgres trade-offs you actually need to choose between.
Antigravity × MCP Toolbox for Databases
A practical guide to connecting Antigravity agents to BigQuery, AlloyDB, Spanner, and Cloud SQL using Google's open-source MCP Toolbox for Databases v1.0.0. Covers MCP Store setup, YAML configuration, natural language queries, and schema analysis workflows.
Antigravity vs Lovable (2026): What I Learned After Building the Same App Twice
A hands-on comparison of Antigravity and Lovable — two AI tools that both write code, but serve very different needs. If you're a solo developer wondering which to pick, this breakdown will help you decide.
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.