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Self-replicating manufacturing

When is repairing a printer worth more than building a new one?

research/selfrep-repair

Repair versus replacement in a replicating printer shop (stylised, assumed inputs): repair wins iff its cost share is below its success probability, but only if spares are held back from new builds.

8 tests

What it found

Follow-up to selfrep-wearout. Machines break down at a constant rate and the shop may spend spare-part vitamins to repair one instead of retiring it. A vitamin-balance formula predicts repair gives a bigger fleet exactly when the repair cost share is below the repair success probability; a discrete-event simulation with assumed inputs puts the crossing at that value, within about 9% of the formula in that sweep, but only when spares are held back from new builds (without a reserve the fleet was 70 against a formula value of 157). Repair also cuts die-out from one seed at short lifetimes (for example 55% against 100% at a mean life of 100 h) but does not remove it. Stylised: assumed inputs, memoryless breakdowns, repair returns the machine to new, no printed spares.

A figure from its own output

Figure produced by research/selfrep-repair: repair_share
selfrep-repair/experiments/repair_share.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.