Three Byte-Level Checks I Run Before an Agent Edits Files That Contain Japanese
When an agent edit swaps a single multi-byte character, git shows it as an ordinary one-line change. Here is how I fold invalid UTF-8, replacement characters, and normalization drift into one pass.
I Stopped Eyeballing Agent Diffs, and the 2.8.0 View Limits Are Why
Version 2.8.0 caps how much of a file and how much of a large history diff you can view. Losing the ability to scroll to the end forced a better split: let a script decide what machines can catch, and spend human attention only on what they cannot. Includes a working script and the defects it found in a real repository.
Multi-Agent CI/CD Quality Gate — Automating PR Review, Testing, and Security with Antigravity × GitHub Actions
A complete implementation guide for building a multi-agent CI/CD quality gate using AgentKit 2.0 and GitHub Actions. Covers parallel code review, test generation, and security scanning agents — with production cost management and pitfall solutions.
Building a Coding Agent System with Gemma 4 × Antigravity — A Complete Implementation Guide for Code Review, Test Generation, and Refactoring
A hands-on guide to building a 3-agent collaborative system using Gemma 4 and Antigravity AgentKit 2.0, covering code review, automated test generation, and refactoring suggestions. Covers code, Cloudflare Workers deployment, one month of production numbers, and five pitfalls.
When Nobody Reads Your AI Code Reviewer Anymore — Field Notes on Measuring Actioned-Rate
Our production AI code-review agent quietly went hollow over six months. When the team started silently resolving every comment, we instrumented actioned-rate and false-positive rate to bring it back. These are the field notes.
When the Agent Hands You 1,400 Replacements in One Commit, Ask for Batches Instead
Ask Antigravity to run a large codemod and you can get back one unreviewable commit. Here is a small design — ast-grep rules plus a verified batch driver — that splits a mechanical replacement into the machine's job and the human's check, with working code.
Where to Start Reading an Unattended Agent's Changes — A Digest for Re-Entry
How do you review the pile of changes an unattended agent left overnight? Not the full diff, not the chat log — a re-entry digest built from rule-based risk classification, per-agent review markers, and a 30-second verification pass.
Letting a Background Agent Work Overnight Without Regretting It by Morning — Guardrails for Unattended Runs
When you hand overnight refactoring to Antigravity's Background Agent, the morning brings as much anxiety as convenience. From three angles — blast radius, completion criteria, and detecting silent regressions — here are the guardrails that let me run unattended jobs with confidence.
Teaching Antigravity's Agent to Keep Diffs Small: How a Month Changed the Way I Review
When an agent hands you one giant diff, a solo developer's review can't keep up. After a month of asking Antigravity to break work into small steps first, here's how the experience of reviewing changed — with the exact instructions I now use.
Designing a SKILL.md-Driven Code Review Agent
As AI accelerates implementation, review workload grows. Learn how to design a code review agent around SKILL.md — including a 9-step review process, quality guides, and custom instruction architecture.
Automate GitHub Pull Request Reviews with Antigravity: A Practical Guide
Learn how to automate GitHub Pull Request code reviews using Antigravity's AI agents. From environment setup to workflow design, this step-by-step guide covers everything you need.