SRE for Antigravity Agents — Taming Probabilistic Systems with SLOs and Error Budgets
AI agents are probabilistic by nature, so running them in production without SRE thinking is risky. This guide applies SLIs, SLOs, and error budgets to Antigravity agents with working code, and shows why the textbook 14.4x burn-rate alert never fires on a loose SLO.
Antigravity × Ollama: Gemma 4 in Your Editor
A hands-on guide to wiring Ollama into Antigravity so you can run Gemma 4 locally. Covers cross-OS setup, endpoint configuration, model sizing, and two measured fallback routers — including why the naive one costs 4.3x when local goes silent, and how to pick a cooldown.
A Daily LM Studio Workflow in Antigravity
A practical guide to making LM Studio your everyday model provider inside Antigravity — how to pick a model, wire up the OpenAI-compatible server, and survive the small surprises that come with daily use.
When Antigravity's Terminal Won't Start
When the Antigravity terminal panel won't open, stays unresponsive, or can't find your commands, the fix depends on which layer actually broke. This guide splits the symptoms into three patterns and walks through each recovery path.
Antigravity × Multi-Provider LLM Failover — A Production Guide for Gemini, Claude, and Local Gemma
When Gemini returns 503, does your agent stop responding? This guide walks through a production-ready router, circuit breaker, and graded fallback design, with code you can paste in today.
Designing Antigravity Browser Agents That Don't Go Flaky — Taming DOM Drift and Timing
A browser-agent task that passed yesterday trips today, then succeeds on retry, then fails again. Here's how I've been breaking down the causes of flaky Antigravity browser agents in production and addressing them at the design level.
Keeping the Antigravity Python API Stable in Production — Retries, Timeouts, and Circuit Breakers That Actually Work
A deeply practical guide to keeping Python services built on the Google Gen AI SDK alive under real traffic. We cover retry, timeout, circuit breaker, rate limit, and cost budgeting patterns with runnable code from an Antigravity workflow.
Prompt Injection Defense in Antigravity — A Production Security Playbook for LLM Apps
Build a four-layer prompt injection defense inside Antigravity with working Python. Includes measured heuristic recall across eight obfuscations and the normalization bug that breaks detection for non-Latin scripts.
Three Safeguards Every Antigravity Python API Deployment Needs Before Production
Retries, timeouts, and circuit breakers — the three production safeguards you need around your Antigravity Python API calls, with working code for each.
Running Multiple Gemma 4 LoRAs in Production — A Practical Guide to Merging and Dynamic Adapter Switching
You've trained several LoRAs on Gemma 4 — summarization, translation, code review. How do you serve them without tripling your GPU bill? A working notebook on pre-merge rank checks, Weighted and TIES merges, dynamic switching, and measuring switch churn, written with Antigravity alongside.
Fixing Antigravity Connection Errors Behind Corporate Proxies and Firewalls
Antigravity works fine at home but fails to sign in or reach the Gemini API on your office network. This guide walks through reading the logs, configuring HTTP proxies, trusting corporate CAs, and getting domain allowlisting right.
Harness Engineering for Antigravity
How to get an agent past answering single questions and actually finish a project: a six-step harness, where to place it as a Skill, how to write role switches, and a script that checks the finish line mechanically, with real output.