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Robot manufacturing loops

How fine must the MuJoCo contact settings be for a moving grasp?

research/robofab-solrefmap

How fine must MuJoCo contact settings be for a moving grasp? On all seven toy-gripper parts, solref 0.2 ms and below reproduce the jaw-force bound (0.98–1.04×) at 100–800 m/s²; 0.5 ms fails at 400 and above, and the adequate value falls with acceleration (stylised, upward load only).

5 tests

What it found

A follow-up to robofab-graspfast. On all seven printed parts of a toy gripper, a jaw assembly accelerating upward at 100, 400 and 800 m/s2 needs a simulated minimum force of 0.98–1.04 times the bound at contact time constants of 0.2 ms and below (63 cases). At 0.5 ms the bound is matched at 100 m/s2 but no force up to 60 N holds any part at 400 or 800. A scan on one part shows the largest adequate time constant falls with acceleration and is not a single threshold on their product. Stylised: upward load only, rigid box pads, one friction value, no arm.

A figure from its own output

Figure produced by research/robofab-solrefmap: held
robofab-solrefmap/experiments/held.png, 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.