Gemini 4 Rumors Don't Change Your Model Pinning Strategy
A Gemini 4 launch under Google DeepMind's new leadership won't change the API contract — pin dated model snapshots, ignore leaked specs, and budget for eval re-baselining.
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Gemini 3.6 Flash's '17% fewer tokens' claim: what it actually means for your bill
Gemini 3.6 Flash's 17%-fewer-tokens claim only cuts your bill on output-heavy workloads. Here's how to run a real cost-per-task teardown before switching.
Gemini 3.5 Pro reportedly restarted pretraining over tool-calling recursion
Gemini 3.5 Pro reportedly restarted pretraining to fix recursive tool-calling — here's what that means for agent loops and what 2M context costs per run.
Gemini 3.8 Live: A Look at Google's Real-Time Voice Models
Google's Gemini 3.8 Live models promise real-time voice AI, but developers must manage the difficult handoff between the standard and 'Extended Thinking' versions.