TaoMate – H3 3 steps lora used as a refiner

The lora itself at 3 steps is nothing to write home about. If the scene isn’t mostly static, you can expect slowmo jerky motion, smearing and straight broken output with butchered sound. HOWEVER, it has VERY good visual quality without obvious overcooking plaguing the turbo loras. You add as much steps of non accelerated generation …

Testing MiniMax-H3 Physics knowledge Pt2

Some weeks ago, I posted a set of experiments to “understand” the physical knowledge of MiniMax H3 (original post here). The idea was simple: get an open video of somebody pouring water and replace the water with various liquids. No external references were used. In this set of experiments, I switched from liquid-to-liquid replacement to …

DiscoSign: Discourse-Aware Text to Sign Language Gloss Translation

Sign language processing systems have traditionally operated at the sentence level, ignoring critical discourse phenomena fundamental to sign language comprehension. We introduce DiscoSign, a computational approach for discourse-aware text to sign language gloss translation grounded in linguistic research. We address three key phenomena within our modular Large Language Model (LLM)-based translation framework: (i) spatial coreference …

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Monitoring production agent lifecycle with AWS DevOps Agent and AgentCore Evaluations

Multi-agent systems in production experience issues in ways that traditional monitoring misses. For example, the agent can’t invoke its foundation model (FM) and returns an empty response. This could be because of a missing AWS Identity and Access Management (IAM) permission on an agent’s execution role that doesn’t throw a 500 error. A supervisor agent …