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Agents/2026-05-20Advanced

Prompt Caching and Context Strategy for Antigravity Agents — Cutting 60-80% Off Monthly API Costs in Long-Running Production

The longer you keep agents running, the more the monthly invoice quietly piles up. Running Antigravity agents alongside an AdMob-monetized indie app business (50M cumulative downloads), I managed to cut API costs by 60-80% by rebuilding prompt caching and context strategy. This article shares the three-layer cache, context compression, and TTL design I now run in production — with the code and numbers behind them.

AI Tools/2026-05-05Intermediate

VSCode 1.118: The Quiet Upgrade That Matters for AI-Assisted Development

VSCode 1.118's pay-as-you-go prep, prompt caching, and context compression, revisited after a month-plus on Copilot's consumption billing: how to measure your tokens, a break-even comparison, and settings that keep your bill from creeping up.