Tag: Vision-Language-Action

Sep 11
Vision-Language-Action (VLA) Explained: How Multimodal AI Models Drive Robot Motion

For decades, robotics operated within a rigid, deterministic paradigm. If an industrial automation engineer wanted a robot to pick a steel bolt from a conveyor and thread it into an engine block, they wrote deterministic code: hardcoded 3D Cartesian coordinates, inverse kinematics (IK) solvers, explicit trajectory waypoints, and tightly calibrated bounding-box vision filters. If the […]

Sep 11
Sanctuary AI Phoenix vs. Figure 02: Teleoperation Telemetry vs. Autonomous End-to-End VLA

The humanoid robotics sector is engaged in a profound algorithmic and operational debate regarding how general-purpose machines should acquire physical competence. While mechanical engineers continue refining structural alloys and reduction drives, artificial intelligence researchers are fundamentally divided on how a robot transitions from an empty silicon shell into an autonomous physical worker capable of seating […]

Sep 10
Tesla Optimus Gen 2 vs. Gen 3: Every Confirmed Engineering Upgrade

The evolution of Tesla’s humanoid program has transitioned from early kinematics proof-of-concepts into a systematic push toward automotive-scale mass manufacturing. While the jump from the fragile 2022 Bumblebee prototype to Optimus Gen 2 focused on shedding 10 kg of structural weight, increasing walking velocity by 30%, and achieving basic full-body dynamic balance, the leap from […]