... everyone! I'm building KAVANA FM AI-powered broadcast automation for radio stations. We serve 500+ stations

... Vision Transformers waste 90% of their compute recalculating stationary asphalt. NeuroFlow tracks semantic surprise in embedding space, physically eliminating background tokens before the encoder. Result: 55.8x wall-clock speedup for ViTs on high-res video (1792p) with 97% fidelity. No fine-tuning required. NeuroFlow is a dynamic routing framework for Vision Transformer video inference. It exploits temporal redundancy by tracking per-patch embedding-distance threshold via an Exponential Moving Average (EMA) of patch-level embeddings, effectively answering the architectural ... ... with a Layer 12 Cache. It achieves  71.55% zero-shot top-1 accuracy at 84.0% token sparsity  on SigLIP, retaining 92.4% of dense accuracy without modifying any weights. Architecture B (Extreme Wall-Clock Speedup):  Physically eliminates stationary

... share-ability, so you need to think about % of view completion and getting shared in DMs. This is why so much brain rot dominates our feeds - it s engineered to be watchable, repeatable, shareable... Cold-start, niches, and gas station fights Algorithms need to know you. When they don t, they default to mainstream/viral. That s why your first week on a platform feels off. Back in the earlier days of TikTok, this was our #1 challenge - how to make ... ... head of product tweeted this last week: https://x.com/nikitabier/status/... = same story, different day. Over time, tiny signals - what you watch, skip, or linger on - nudge it closer to your real interests. You ll still see gas station

... need to buy it, and the world will continue to use it for the foreseeable future. One of the challenges of buying petrol is that you never know where to look for it. You see petrol stations everywhere, with seemingly endless prices displayed, with numbers that seem to fluctuate every day. Are these prices random? How do you know if you really want to buy from this fuel station