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.
Antigravity × Gemini File API: A Production Guide to Feeding Long-Form Media (Video, Audio, PDF) into Your Agents
Feed hour-long videos, podcasts, and book-length PDFs into your Antigravity agents with the Gemini File API. A practical, production-oriented pipeline with timestamped highlight extraction, idempotent uploads, cost accounting, and failure recovery.
Observing Antigravity AI Agents with Langfuse — A Practical Setup Before You Ship
Before you push an Antigravity AI agent to production, wire up Langfuse so you can actually see traces, token spend, and cost. A hands-on guide with real Python code and lessons from the field.
Keeping the Antigravity Python API Stable in Production — Retries, Timeouts, and Circuit Breakers That Actually Work
A deeply practical guide to keeping Python services built on the Google Gen AI SDK alive under real traffic. We cover retry, timeout, circuit breaker, rate limit, and cost budgeting patterns with runnable code from an Antigravity workflow.
Three Safeguards Every Antigravity Python API Deployment Needs Before Production
Retries, timeouts, and circuit breakers — the three production safeguards you need around your Antigravity Python API calls, with working code for each.
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.
Google Cloud Vision API + Antigravity: A Practical Guide to Image Analysis in Python
Integrate Google Cloud Vision API with Antigravity IDE using Python. Covers service account setup, .rules configuration, building a FastAPI endpoint, and how to handle the errors that trip up most developers.
Mastering Gemini API Function Calling with Python in Antigravity IDE
A practical guide to implementing Gemini API Function Calling with Python in Antigravity IDE. Includes working code examples for multi-tool setups, error handling, and debugging tips.
Building a RAG Pipeline with Gemma 4 and ChromaDB: Implementation
A complete walkthrough of building a local RAG pipeline using Gemma 4 + Ollama + ChromaDB + LangChain. Includes production-ready Python code with error handling, cost comparison, and practical tips from real-world use.
Antigravity AI Agent Design: Multimodal Production Implementation Patterns
A complete guide to building multimodal AI agents with Google Antigravity (Gemma 4). Covers image+text integration, Function Calling, async batch processing, state management, error handling, and cost estimation — with production-ready code.
Building Japanese NLP Apps with Gemma 4 in Antigravity — Summarization and Sentiment Analysis
Learn how to use Gemma 4's strong Japanese language capabilities in Antigravity to build Python apps for text summarization and sentiment analysis, with step-by-step code examples.