Combining All Four Antigravity Surfaces in One Project — Up to Running Your Own SDK Agent
How to split a single project across Antigravity 2.0, CLI, IDE, and SDK, and how to bridge between them — from diverging on design to converging on production, all the way to running a small custom agent with the Python SDK, with implementation included.
Fix PyTorch CUDA Errors: torch.cuda.is_available() False & Version Mismatches (2026)
Struggling with PyTorch or CUDA installation errors? This guide covers version mismatches, dependency conflicts, and GPU detection failures with step-by-step solutions.
Making My Managed Agents Batch Survive a Crash Without Redoing Everything
Running a 200-item batch on the Managed Agents API kept torching tokens, because every mid-run failure restarted from item one. Here is the checkpoint-and-idempotency design I added so the batch resumes from where it died.
Running Gemini's Managed Agents API: Where Cloud Execution Ends and My Local Agents Begin
A hands-on record of launching Gemini's Managed Agents (public preview) from Python — polling, artifact retrieval, and a cost guard — plus five criteria I use to decide what stays on my local CLI agents.
Antigravity × Gemma 4 API Implementation Guide — Build from Zero with Python & TypeScript
Call Gemma 4 API from Antigravity IDE. Python & TypeScript code examples, streaming, error handling, and Next.js integration — production-ready guide.
4 Runtime Error Patterns from Gemma 4-Generated Code in Antigravity — and How to Fix Them
Gemma 4 writes clean-looking code — until it runs. This guide covers the four most common runtime error patterns in Antigravity-generated Python code: TypeError, AttributeError, asyncio issues, and import conflicts.
Fixing 'Find References' in Antigravity When Results Are Empty or Incomplete
When Find References returns nothing or only some of the call sites in Antigravity, the cause depends on whether the language server or the workspace index is silent. This guide walks through the diagnosis for TypeScript, Python, and monorepo setups.
A Practical Guide to Designing Multi-Agent Workflows with Google ADK
Learn how to design and implement multi-agent workflows using Google Agent Development Kit. Covers orchestrator and sub-agent role design, state passing, parallel execution, and graceful error handling with real examples.
Antigravity Doesn't See Your Python Virtual Environment — Why Imports Stay Red and How to Trace It
Antigravity not detecting your venv, Poetry, uv, or Conda environment, with imports flagged as unresolved? Compare the terminal's Python with the editor's, then fix the interpreter path for each tool.
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.