Stanford researchers deploy 37,000 AI agents as a virtual biotech

Apollo is trained on roughly 600 million historical Greek words from manuscripts, papyri, and inscriptions, and fills in gaps in tattered papyrus fragments with statistically likely words. It will be free to academics via a chatbot interface.

A Reddit user reports smudged faces and degraded brickwork detail when generating video with H3 on an RTX 5070 Ti, even with a prompt describing a woman walking down a UK street with passing cars and people. They note too many workflows were used to show just one.

Reddit users on r/StableDiffusion report Ideogram 4.5 showing up in the model menu, listed twice. No official announcement or release notes accompany the listing, leaving users to ask whether it is a beta.

A r/StableDiffusion poster reports seeing comments about using Minimax H3 for image editing but cannot find workflows or settings. They note ComfyUI nodes require a minimum duration of 0.1, making single-frame output unclear, and that an image VAE is needed.

A Reddit user on the Pro+ tier says four prompts consumed 5% of their weekly quota after reset, including 2% burned on a single simple prompt. They report usage felt nearly undrainable before the reset.

Jun Kim, creator and maintainer of oMLX, has joined Hugging Face to work on the MLX community. The move places the open-source MLX tooling project under Hugging Face's umbrella.