All Articles
Gemma 4 Fine-Tuning in Practice: Preventing Data Starvation, Overfitting, and Quality Problems
A practitioner's guide to Gemma 4 fine-tuning—covering data quality validation, LoRA vs QLoRA selection, overfitting prevention with early stopping, checkpoint selection, and pre-deployment quality evaluation with complete code examples.
Google Antigravity May 2026 Updates: New Features and What Changed
A roundup of Google Antigravity's May 2026 updates, written from hands-on use: where each change actually helped and where it tripped me up. Covers AgentKit 2.0, A2A protocol support, local LLM improvements, Gemma 4, and context window expansion.
Maintaining Antigravity Quality in Long-Term Projects — 7 Principles for Session Design and Context Management
Why Antigravity output quality degrades in long-term projects, and how to prevent it. Seven practical principles for agents.md design, session structure, and context management.
Switching from GitHub Copilot to Antigravity: A Practical Migration Guide
A step-by-step guide for GitHub Copilot users migrating to Antigravity. Learn the key differences, how to set up your environment, and how to replace your existing Copilot workflows with Antigravity's more powerful alternatives.
VSCode 1.118: The Quiet Upgrade That Matters for AI-Assisted Development
VSCode 1.118's pay-as-you-go prep, prompt caching, and context compression, revisited after a month-plus on Copilot's consumption billing: how to measure your tokens, a break-even comparison, and settings that keep your bill from creeping up.
Antigravity Not Detecting Your Python Virtual Environment — A Troubleshooting Guide
Fix Antigravity not recognizing Python virtual environments created with venv, Poetry, uv, or Conda. Learn how to correctly set the interpreter path and avoid the most common configuration mistakes.
Antigravity vs Cursor vs Bolt for Monetization Projects — 2026 Comparison
A practical comparison of Antigravity, Cursor, and Bolt from a revenue generation perspective. Which AI development tool should indie developers and freelancers choose for projects designed to make money?
TypeScript Path Aliases Not Working in Antigravity: Complete Fix Guide
Fix TypeScript @/ path aliases that aren't resolving in Antigravity. From tsconfig.json paths config to workspace settings and AI suggestion rules, this guide covers every step to eliminate TS2307 errors.
Debugging Antigravity AI Agents: A Systematic Diagnosis Guide
A systematic approach to diagnosing AI agent failures in Antigravity—covering startup failures, tool call errors, loop detection, and incorrect behavior—with practical debugging patterns for each.
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.
Fixing Node.js Version Mismatch Errors in Antigravity
A practical guide to diagnosing and fixing Node.js version mismatch errors in Antigravity. Covers .nvmrc setup, package.json engines field, Dev Container configuration, and how to make Antigravity's terminal use the right Node version consistently.
Integrating Gemma 4 Into Antigravity — A for Offline and Air-Gapped AI Development
With Apache 2.0–licensed Gemma 4, you can now run Antigravity's agent experience inside confidential or offline projects. Here is the full implementation walkthrough — Ollama/vLLM wiring, Architect/Builder prompt tuning, and production gotchas.