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Self-replicating manufacturing

Does paying for spares late rescue the long repair queue of a printer shop?

research/selfrep-repairpay

Does paying for spares at service start rescue the long repair queue of a printer shop (stylised, assumed inputs): yes, an unbounded queue then beats never repairing (488 against 458 at one bench) and queue caps stop mattering.

5 tests

What it found

Follow-up to selfrep-repairlabour. That project found an unbounded repair queue is dead stock (414 working machines against 458 for never repairing, one bench, B = 40) when spares are bought at breakdown. Buying them when a bench frees up instead reverses it: 488 against 458, and 572 against 504 with four benches. The queue is as long (about 3400 machines) but ties up no vitamins, and capping it no longer helps (caps of 1–200 all give 484–492 at one bench; no standard errors computed, so no optimum cap is claimed). Stylised: assumed inputs, first-come service, a machine unaffordable at its turn is retired.

A figure from its own output

Figure produced by research/selfrep-repairpay: pay_rule
selfrep-repairpay/experiments/pay_rule.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.