print(“\n[10] Plots”) k = min(4, S) idxs = np.linspace(0, S – 1, k).astype(int) fig, axes = plt.subplots(3, k, figsize=(3.1 * k, 7.2)) axes = np.atleast_2d(axes) for c, i in enumerate(idxs): axes[0, c].imshow(rgb[i].transpose(1, 2, 0)); axes[0, c].set_title(f”frame {i}”, fontsize=9) d = depth[i].squeeze(-1) axes[1, c].imshow(d, cmap=”turbo”, vmin=np.percentile(d, 2), vmax=np.percentile(d, 98)) axes[2, c].imshow(depth_conf[i] > THR, cmap=”gray”) for r,…

DeepSeek published DeepSeek-V4-Flash-0731 on Hugging Face and moved the official V4-Flash API into public beta on July 31, 2026. The model card is explicit that this is the official release superseding the preview, and that the architecture and size are unchanged. The gains come from re-post-training, not a new design. The checkpoint ships with the…

Much has been made of the incident in which one of OpenAI’s agents broke out of its sandboxed test environment and proceeded to hack the AI hosting platform Hugging Face. OpenAI has since launched an investigation into how the incident occurred, which is still ongoing. Now, anonymous sources have told Reuters that more of OpenAI’s…

Over the past few years, the term “weaponized incompetence” has blown up in dating discourse online. It’s used to describe someone—most often the guy, when it comes to heterosexual relationships—who acts like they are incapable of doing things like cooking, cleaning, scheduling, and just generally being thoughtful, in the hopes that their partner will simply…