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Robots on the building site

Does a purpose-built nailing gantry beat a stock humanoid at fastening sheathing, and at what house volume does it pay?

research/buildbot-custom

Does a purpose-built nailing gantry beat a stock humanoid at fastening sheathing? A modelled two-axis bridge nails a 62-nail sheet in 61 s (6.1x hand nailing); a $100k machine needs about 150 houses a year to break even on walls (50 with roof cassettes), where the H1 saves money in 0.4% of draws (price and times swept, not sourced).

12 tests

What it found

Designs the machine the earlier buildbot projects point to: a two-axis bridge with a nailer over a flat panel table. On the 62-nail schedule of a 4x8 sheet from buildbot-fasten, 1 m/s axes, 3 m/s2 and 0.5 s a nail give 61 s a sheet, 6.1× faster than hand nailing at the taskbook's minutes; over the sweep 20 to 115 s. The nail windows need a total tip scatter under 1.24 mm, so finding the studs, not the axes, takes the budget. Nailing is 3.3 crew-hours on the walls and 9.0 with roof cassettes ($125 and $341 a house at a $37.86 loaded hour), so a $100k machine breaks even at about 150 houses a year (walls) or 55 (with roof); over a sweep the median is 326 and 120. The H1 saves money in 0.4% of draws on the same wall hours, the G1 cannot take them, and neither reaches the roof. Machine price, load and scan times, axis performance and operator share are swept, not sourced; no machine is built or quoted and the hand minutes are the taskbook author's estimate.

A figure from its own output

Figure produced by research/buildbot-custom: figure
buildbot-custom/experiments/figure.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.