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Self-replicating manufacturing

Does pricing a shop’s imports, instead of weighing them, change when its recycling machines repay themselves?

research/selfrep-costpayback

Recycler payback priced instead of weighed (stylised, assumed prices): plastic pair 98–111 printer copies on own scrap, furnace 203, 10–26 with retired plastic.

8 tests

What it found

Builds on selfrep-recyclers with assumed round-number prices for feedstock and for each vitamin of the machines. The plastic shredder and extruder repay in 98–111 printer copies on the shop’s own scrap (median 99, 45–235 over price draws), close to the mass-based 99–116, while the aluminium furnace worsens from 94 to about 203 copies because aluminium is cheap per kilogram. Recycling retired plastic brings the plastic pair to 10–26 copies. Stylised: every price and part list is an assumption, and labour and energy costs are ignored.

A figure from its own output

Figure produced by research/selfrep-costpayback: breakeven
selfrep-costpayback/experiments/breakeven.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.