Krea 2 Turbo 2-step distillation LoRA ships final checkpoint

A r/ComfyUI user tested 13 AI models across 38 pipelines for image + audio to video lip-sync generation, publishing a 4K comparison video on YouTube. MiniMax H3 Lip Synch and AvatarForever pipelines were rated best, with both shared as zip files.

MiniMax M3 is an open-weight model with frontier-level coding and agentic ability and a 1 million token context, trained on text and vision from the very first training step rather than bolting vision on later.

Remy Guercio, who works on Tailscale's AI gateway Aperture, looks back at a year of AI lock-in and how teams escape it while proving real ROI. The talk covers breaking down an internal AI deployment.

LiveKit staff developer advocate Jesse Hall argues leaderboards can't pick your models because scores measure a single model while you ship a full pipeline. The talk covers treating latency as a budget to make voice agents feel less robotic.

Qualcomm's CEO says AI companies want smartphones running 100-billion-parameter models around the clock by 2028, enabling always-on assistants that understand context and handle complex tasks on-device. Some of those companies are already building their own.