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Autonomous multi-angle capture

Which platform can follow a travel creator through a crowd and keep the shot?

research/capture-follow

Which platform can follow a creator through a crowd and keep the shot? A drone that ignores pedestrians frames 99.9% of the time but falls to 39% at 0.3 people/m² once it avoids them; a wheeled robot is stopped by step lines 42–47% of the walk, and a flat-floor one that ignores people passes within 0.5 m ~500 times an hour. 2-D simulation, assumed platform figures.

10 tests

What it found

A 2-D crowd simulation of a tripod, a wheeled robot, a wheel-legged robot and a drone holding a camera 2.5 m behind a walking creator among pedestrians who do not react to it. A drone that ignores pedestrians frames the creator 99.9% of the time at any density, but steering around people drops it to 69% at 0.1 people/m2 and 39% at 0.3; a ground robot on a plaza with curbs and one ramp is stopped 42–47% of the walk, and wheel-legs hold the frame 70% of the time in a thin crowd but 4.5% in a dense one. Avoidance and framing trade off: a flat-floor wheeled robot that ignores people frames 98% of the time while passing within 0.5 m of a pedestrian about 500 times an hour. All platform speeds, powers and masses are assumed; pedestrians do not avoid the platforms, and the drone is not limited by altitude, wind or regulation.

A figure from its own output

Figure produced by research/capture-follow: framed
capture-follow/experiments/framed.svg, written by the project's own experiment code.

Paper, code and results

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Proper scoring & elicitation28Effort & peer prediction9Verification games & slashing19Detection & tolerances14Markets as routers13Prediction-market design9Paying contributors8Decentralised training systems23Digital twins & sim-to-real164LLM chip design loops40Robot manufacturing loops53Ambient AI assistant46Self-replicating manufacturing34Simulation-first design64Engineered clothing45Task-specific AI accelerators40Algorithmic chip-design loops42Open-source purpose-built robots44The software-engineering loop43Adversarial human imitation41Open-source residential construction41Autonomous multi-angle capture34Sensing, imaging and 3D31Energy supply and dense energy storage39Robot societies among people31Agentic co-design of low-cost robots27Laundry-hanging robots25Machine learning on qualitative data23Robots on the building site27Civilizations & group psychology1History & human sciences1

Produced with AI assistance (Claude). Results are from the code in this repository and are simulated or stylised unless the abstract says otherwise; nothing here implies affiliation with or endorsement by any lab, researcher or company cited. MIT licensed.