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Evidence-first technology, science and health reporting.

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machine-learning

Recent reporting, analysis and explainers from the machine-learning desk.

Representational Khabre illustration for Apple researchers present SimpleDesign, a single-stage multimodal model for jointly designing protein sequences and three-dimensional structures

science

Apple researchers present SimpleDesign, an AI model for joint protein sequence and structure design

Apple researchers describe SimpleDesign, a Transformer-based model that jointly generates protein sequences and three-dimensional structures using a single-stage training approach. The system was trained on more than 2 million sequence–structure pairs, but the supplied evidence reports no experimental validation of its designs.

2026-09-12T11:09:42+05:30
Khabre explanatory graphic for Figure's Index physical-world robot training dataset

technology

Figure announces Index app to collect physical-task data for Helix robot training

Figure says its Index app is collecting real-world physical-task videos for training the Helix robotics system, but the company has not published independent evidence that the dataset improves robot performance.

2026-09-08T20:54:37+05:30
Khabre explanatory graphic for Figure launches Index, a human-generated physical-world data collection pipeline for robot training

technology

Figure launches Index to collect human-generated physical-world data for robot training

Figure says Creators have uploaded more than 16 million videos through its Index app, but the announcement provides no independent evidence that the data improves robot performance.

2026-09-08T14:54:37+05:30
Representational Khabre illustration for Figure's Project Go-Big and Helix human-video-to-humanoid navigation transfer

technology

Figure says Helix learned humanoid home navigation from human video without robot demonstrations

Figure announced Project Go-Big and said its Helix model can transfer behaviour from egocentric human video to humanoid-robot navigation in cluttered homes without robot demonstrations.

2025-09-18
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