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.
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.
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. Includes production-quality code and pitfall solutions.
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.