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AI Tools/2026-06-13Advanced

Parallel Agents Quietly Burn Through Your Quota — A Self-Defense Circuit Breaker When Limits Are Invisible

Even on AI Ultra's high ceiling, running parallel agents can exhaust your allowance without warning and leave later runs half-failing. Assuming the limit is invisible from outside, here is a circuit breaker that records consumption on your side and applies the brakes, drawn from real operation.

App Dev/2026-04-23Advanced

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.

Agents/2026-04-13Advanced

Resilient AI Agents in Antigravity — Retry, Circuit Breakers, and Fallback Strategies for Production

Build fault-tolerant AI agents in Antigravity with production-grade retry strategies, circuit breakers, model fallback chains, and checkpoint recovery. Every pattern you need to keep agents running reliably.