Civilization emerges
Designed agents repeatedly build population, complexity, agriculture, industry, and technological regimes under the right conditions.
Results highlights
What did the artificial histories reveal?
The results should be read as model findings: repeated patterns inside a structured world. They do not predict the real future, but they do expose recurring tensions among cooperation, competition, energy, climate, and inheritance.
Baseline final state1 survivorEvery Project 1 baseline epoch ended with one surviving tribe.
Project 1 avg peak population2.44MSet A baseline world average peak population.
Project 2 lead flips10 / 30Duel epochs with at least one lead reversal.
Obsidian cross-stress survival60%Reference survival rate before the Ares successor design.
Ares first field test8 / 10Survived eight of ten initial Epilogue epochs.
Final reservoir survivors3 tribesAres, Obsidian, and Ember survived at least once in epochs 231–240.
Population and energy: boom, crash, tail
The recurring macro-shape is emergence, rapid scaling, peak complexity, crash, and some form of final refugia. The exact depth of the tail depends heavily on climate severity, delayed shocks, and reservoir settings.
Climate tail pressure
Climate does not explain everything, but it strongly controls how much future remains after the peak. Gentler tails allow larger low-energy equilibria. Harsher reservoirs compress survival into tiny refugia.
General findings
Pluralism narrows
Many worlds begin with multiple tribes but repeatedly end in one-lineage or near-one-lineage refugia.
Competition is relational
A tribe can be viable alone yet die beside a specific neighbor. Survival is not always an intrinsic property.
Adaptation works
LLM redesign converges on survival traits, especially hardiness, low legacy, internal cohesion, and controlled movement.
Survival is not recovery
Late survivors often preserve lineage continuity, not technological or civic civilization.
The tail matters
The physics after collapse determines whether the future becomes equilibrium, remnant survival, or extinction pressure.
Leaderboards preview
Strongest baseline contendersAurora / Fractal Phoenix
Cleanest Project 1 duel winnerSilent Sting
Dominant Project 2 competitorSYMBIONT-ZERO
Best collapse-survival benchmarkObsidian Phalanx Refuge G3
Best Epilogue successor designAres