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Self-replicating manufacturing

What happens to a repairing printer shop when repairs need labour?

research/selfrep-repairlabour

Repair labour as a limit on a repairing printer shop (stylised, assumed inputs): with few repair benches an unbounded queue of broken machines is dead stock and does worse than never repairing; capping the queue recovers most of the gain.

7 tests

What it found

Follow-up to selfrep-repair. Repairs need one of K benches; broken machines queue after buying spares. The pre-run prediction that the working fleet is about min(import limit, K·L/h) fails: with B = 40 and one bench the fleet is 414 against a cap of 40, because most breakdowns are never served and the queue (2915 machines) is dead stock. An unbounded queue with one bench is worse than never repairing (414 against 458); retiring a breakdown when 1–20 machines already wait gives 487–492. Stylised: assumed inputs, benches are a count with no wages, no corrected closed form.

A figure from its own output

Figure produced by research/selfrep-repairlabour: queue_cap
selfrep-repairlabour/experiments/queue_cap.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.