Telling AI Agents 'Why' — 5 Context Design Principles to Prevent Misjudgment
When AI agents write correct code for the wrong job, the root cause is usually that you told them What but not Why. This guide covers 5 intent-context design principles for Antigravity agents, with practical patterns for AGENTS.md, task instructions, and error diagnostics.
What I Delegated to an AI Agent — And What I Should Have Kept
After 12 years of solo app development and 50M+ downloads, I learned the hard way where to draw the line with AI agent delegation. Here's the practical framework I now use before handing off any task.
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.
Weekly Picks: Top 5 Must-Read Articles on Antigravity Lab (May 6–12)
A look back at the five most-read articles on Antigravity Lab between May 6 and May 12, 2026 — from delegating maintenance on apps with 50M downloads to an artist's honest 3-month review, a wallpaper app revenue triple, and where to draw the line on autonomous agent decisions.
Tracking AI Agent Decisions in Antigravity: Implementing Decision Logs and Explainability
Learn how to design decision logging systems that capture why your AI agents make specific choices. Includes working Python code examples, Before/After patterns, and a quality improvement cycle for production Antigravity agents.
What You Lose When You Treat Antigravity as a Subordinate — A Decade of Solo Dev Perspective
Over-delegating to Antigravity quietly erodes your problem-solving ability. From 10+ years of solo app development, here's how to prevent cognitive outsourcing and keep your developer judgment sharp.
Gemma 4 Tool Calls Failing in Antigravity? Here Are Three Things to Check First
When Gemma 4's Function Calling breaks in Antigravity IDE, the root cause usually falls into one of three patterns. This guide walks through diagnosis and fixes for each.
Three Months Using Antigravity as a Creative Assistant: An Artist's Honest Review
An artist with 17 international art awards shares an honest, three-month account of using Antigravity as a creative production assistant. What can you delegate? What must stay in your own hands? Here's what I found.
Canary Deployment with Auto-Rollback for AI Agents — Protecting Production with Antigravity and Burn-Rate SLOs
A practical playbook for shipping new AI agent versions through canary deployment on Antigravity, with automatic rollback driven by burn-rate SLOs. Includes a lightweight setup that solo developers can sustain.
Defining 'Done' with Antigravity Agents: Writing Acceptance Criteria into Your Prompts
When Antigravity returns code that is only halfway working, the usual cause is a missing Definition of Done. Here is the three-layer fix.
Diagnosing Antigravity's "Failed to fetch" errors when AI chat stops responding
When Antigravity's AI chat or agent runs suddenly halts with "Failed to fetch" or "Network Error," the recovery is faster if you peel layers off in a fixed order. Here is the field-tested checklist I use.
Resolving AGENTS.md Precedence Conflicts in Antigravity Monorepos
When you place AGENTS.md in both the repo root and a subfolder, Antigravity merges them — but the agent often follows the wrong one. Here is how the precedence actually works, with concrete patterns to remove the conflict.