TAG

Measurement

2 articles

Antigravity CLI¹ Token Reduction¹ Context Design¹ Indie Development¹ Apple Foundation Models¹ iOS 27¹ on-device inference¹ Gemini¹ fallback¹ cost management¹ indie development¹

⚙ AI Tools/2026-07-01Advanced

Measure Before You Trim: A Context Ledger for Antigravity CLI Token and Latency Costs

Prompted by the ~70% token reduction reported for the Android CLI agent, I built a thin wrapper and a weekly review to measure my own agent runs. Here is how I replaced whole-file context with line ranges and cut wait times.

▣ App Dev/2026-06-14Intermediate

How Far Can On-Device Inference Stay Free? Measuring the Line Between Foundation Models and Gemini

WWDC 2026 widened Apple Foundation Models' free tier, making on-device inference easier to reach for. But 'free, so everything on-device' hits cases where quality falls short. Here is how to decide the range you hold on-device and the range you pass to cloud Gemini by measurement, not guesswork.