Fine-Tuning Gemma 4 in Practice: From Google Colab to Vertex AI
A practical guide to fine-tuning Gemma 4 with QLoRA on Google Colab (free GPU) and Vertex AI. Covers dataset preparation, 4-bit quantization, LoRA adapter configuration, training, and inference — with working code throughout.
Running Gemma 4 Locally with Antigravity — Model Sizing, Ollama Tuning, and Keeping It Stable
Wiring Gemma 4 into Antigravity through Ollama, from picking a model size that fits your machine to the GPU tuning that actually moves the needle — plus what to do when responses crawl or memory gives out.
Gemini API Python Error Code Guide — Fixing RESOURCE_EXHAUSTED, SAFETY, INVALID_ARGUMENT in Antigravity Development
A practical guide to fixing common Gemini API Python SDK errors — RESOURCE_EXHAUSTED, SAFETY, INVALID_ARGUMENT, and DEADLINE_EXCEEDED — with real code examples for developers building with Antigravity.
Antigravity × Python Structured Output Mastery: Building Type-Safe AI Data Pipelines with Pydantic and Google Gen AI SDK
A complete guide to designing and implementing type-safe AI data extraction pipelines using Google Gen AI SDK Structured Output and Pydantic in Antigravity. Covers schema design, error recovery, async processing, and cost optimization.
Build an Internal AI Chat Tool in 30 Minutes with Antigravity + Streamlit
Learn how to combine Antigravity (Gemini API) with Streamlit to build a custom internal AI chat tool quickly. Covers chat history, streaming responses, system prompt customization, and deployment—all with working Python code.
google-genai SDK with Antigravity: Python Quickstart Practical Guide
Use the google-genai SDK to call Antigravity from Python. Install, authenticate, generate text, use multimodal inputs, stream responses, and handle errors—all with code.
Google Antigravity Python SDK Production Masterguide: Multimodal, Agents, and RAG Pipelines from Design to Deployment
The complete guide to using the Google Antigravity Python SDK in production. Covers multimodal input, tool calling, RAG pipelines, streaming, cost optimization, and Cloud Run deployment with working code examples.
Implementing Function Calling with Antigravity Python SDK: A Practical Guide to Giving AI Access to External Tools
Learn how to implement Function Calling with the Google Antigravity Python SDK. Includes working code examples for connecting AI to external APIs, handling multi-tool loops, and debugging within Antigravity IDE.
When the google-genai SDK Refuses to Work — Diagnosing and Fixing Python API Errors in Antigravity
A practical guide to diagnosing and fixing the most common google-genai SDK errors in Antigravity: authentication failures, ImportError, deprecated model names, and rate limiting — with working code examples for each.
Fixing Hugging Face Transformers Errors — Identifying the Cause and Resolving It
Hugging Face Transformers errors sorted by symptom: ImportError, CUDA OOM, bf16 on unsupported GPUs, gated-model 401s, and cache bloat. How to identify the cause and work through the fix.
Stable Diffusion & ComfyUI Not Working: A Complete Error Troubleshooting Guide
Fix common Stable Diffusion and ComfyUI errors including installation failures, VRAM issues, model loading problems, and broken custom nodes with step-by-step solutions.
Antigravity AgentKit 2.0 Runtime Errors: Complete Troubleshooting Guide — tool_call Failures, Infinite Loops, and Context Overflow
A comprehensive guide to diagnosing and fixing AgentKit 2.0 runtime errors in production: tool_call failures, infinite loop detection, context window overflow, parallel agent sync errors, and graceful degradation patterns — all with working code.