Building a cooking assistant with Firebase AI Logic
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Every Greedy Metric Said the Model Was Improving. Then pass@64 Fell From 0.83 to 0.19
Every number we watched said the run was working. Correct-per-sample probability tripled. The greedy accuracy curve was climbing. By the numbers on our dashboard, this was a textbook RLVR win. Then we sampled the checkpoint 64 times per problem instead of once. pass@64 had collapsed from 0.83 to 0.
Stop changing your sprite sheet to fix animation speed
An eight-frame animation does not have a fixed duration. At 8 fps it lasts one second; at 12 fps it lasts two-thirds of a second; at 16 fps it lasts half a second. Before drawing or generating more frames, check whether the problem is missing poses or the time each pose stays on screen. We maintain
Your Hand Is a Continuous Signal. A Scale Is Not. That Gap Is the Whole Problem.
A webcam hand tracker hands you a position, thirty or sixty times a second, as a float between 0 and 1. A musical scale hands you seven notes per octave. Building a browser hand-gesture synthesizer is mostly the work of getting from the first thing to the second thing without it sounding like a fax