Cosmogonic Quantum Mechalogodrom and its research neighbors. Corrected descriptions, explicit evidence limits and a catalog without repeated filler.
150 distinct comparison entries • 25 additions • 132 primary-source reviews • 18 partial reviews
A broad browser-based experimental testbed combining simulated ecology, inherited traits, numerical controllers, classical quantum-model calculations and instrumentation. Its integration is the defensible distinction; superiority, consciousness and sustained open-ended evolution remain unestablished.
Current Xylos docs describe recurrent numeric sensing/action and local input replay. Current repository docs also retain failed controls. The report's final appendix records file paths, qualifications and the limits of this static inspection.
Digital organisms with genome architecture evolve through mutation, reproduction, competition, and environmental selection.
Review note. A fixed-target characterization is too broad: platform supports controlled environmental variation and extensions.
Official model description and analysis tools reviewed.
Related family: Digital genome evolution
Origin: Supplied CSV / input row 38
Reviewed: 21 October 2026
Artificial chemistry applies lambda expressions to one another, producing computational reaction networks and self-organized organizations.
Review note. Cited paper revisits 1990s work; label source as a replication rather than the original 1994 publication. Robustness is qualified by observed fragility.
Authors' 2024 replication-study abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Lambda-calculus artificial chemistry
Origin: Supplied CSV / input row 125
Reviewed: 21 October 2026
CUDA simulation and rendering combine soft-body and fluid dynamics, genomes, neural networks, and ecosystem tools.
Review note. Current feature documentation supports mechanisms, not sustained open-ended evolution, consciousness, or claimed superiority scores.
Official feature list and release notes reviewed.
Related family: GPU embodied ecology
Origin: Supplied CSV / input row 25
Reviewed: 21 October 2026
Random machine-instruction sequences can self-organize into self-replicating programs in a computationally universal instruction environment.
Review note. Use the verified paper record; emergence of replication is distinct from unlimited evolutionary innovation.
Original Pargellis 2001 paper abstract reviewed after publisher access failed.
Related family: Spontaneous digital replication
Origin: Supplied CSV / input row 44
Reviewed: 21 October 2026
Early computational model represents component production and boundary maintenance in a spatial particle system.
Review note. Input URL is McMullin's review, not the original paper. Self-maintenance does not imply offspring production; primary details require further review.
2004 review citation reviewed; original 1974 repository paper found but blocked by access challenge. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Computational autopoiesis
Origin: Supplied CSV / input row 123
Reviewed: 21 October 2026
Self-replicating digital organisms evolve through mutation, selection, and drift in controlled computational experiments.
Review note. Capabilities vary by experiment; instrumented digital evolution is not an unconditional proof of open-endedness.
Maintainer repository and Ofria/Wilke primary paper abstract reviewed.
Related family: Avida digital evolution
Origin: Supplied CSV / input row 7
Reviewed: 21 October 2026
Colored segment-based organisms mutate and evolve in a two-dimensional simulation inspired by Primordial Life.
Review note. Compare inherited morphology and ecological interactions; do not infer cognition from evolving shapes.
Maintainer project description reviewed; manual fetch timed out.
Related family: Biogenesis
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Plant-like cellular-automaton organisms grow from seeds, compete for nutrients and reproduce with variation in simulated biomes.
Review note. A close comparator for coupled development, resource flows and reproduction; stability depends on configuration.
Original 2023 paper abstract and author project article reviewed.
Related family: Biomaker CA
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Genomes specify neural controllers for agents in a two-dimensional grid, with configurable generational selection and signals.
Review note. Evolved neural wiring is not evidence of lifetime synaptic learning; claims depend on configured selection scenario.
README describes genome-to-network conversion, sensors, selection, and pheromone layer.
Related family: Evolved neural agents
Origin: Supplied CSV / input row 48
Reviewed: 21 October 2026
Local separation, alignment, and cohesion rules generate coordinated flocking; additional steering behaviors support obstacle avoidance.
Review note. Collective motion is not by itself a food web, reproduction mechanism, or learned policy.
Creator Craig Reynolds explicitly dates model creation to 1986 and conference publication to 1987.
Related family: Collective motion
Origin: Supplied CSV / input row 3
Reviewed: 21 October 2026
Local graph-rewrite systems exhibit persistent, multiplying and terminating structures in experiments inspired by artificial chemistry and lambda calculus.
Review note. Computational graph replication does not by itself establish Darwinian ecology or biological metabolism.
Author's 2020 experimental notes abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Graph-rewriting artificial chemistry
Origin: Supplied CSV / input row 121
Reviewed: 21 October 2026
Artificial-life world supports experiments on proposed conditions for open-ended evolution, with evidence discussed in Soros's doctoral dissertation.
Review note. Tests of necessary conditions do not prove sufficient conditions or indefinitely sustained open-endedness.
Author's institutional dissertation abstract and 2018 metadata reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Open-ended evolutionary worlds
Origin: Supplied CSV / input row 101
Reviewed: 21 October 2026
Ventrella's asymmetric particle-interaction simulation produces self-organized collective patterns from species-dependent motion rules.
Review note. Clusters inspired Tom Mohr's Particle Life; the names are not exact aliases. Canonicalize to Clusters and record lineage.
Author's live project page reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Particle-interaction systems
Origin: Supplied CSV / input row 93
Reviewed: 21 October 2026
Two-state cellular automaton whose local birth and survival rules support complex patterns and engineered computation.
Review note. Pattern multiplication and universal computation do not establish Darwinian evolution or general cognition.
Read the reproduced October 1970 Gardner introduction.
Related family: Life-like cellular automata
Origin: Supplied CSV / input row 2
Reviewed: 21 October 2026
Programs written in Redcode compete for survival in shared virtual memory under a specified interpreter.
Review note. Original source was a 2026 Digital Red Queen paper. Core War itself is a competitive programming arena; evolutionary training belongs to particular extensions.
Read Jones and Dewdney's March 1984 original implementation guidelines.
Related family: Program competition
Origin: Supplied CSV / input row 5
Reviewed: 21 October 2026
Tim Taylor and John Hallam's self-replicating-program system extends Tierra with simplified cellular-organism modeling.
Review note. Exploring multicellularity is a research aim, not evidence that a Cambrian-style transition was achieved.
Authors' 1997 abstract and bibliographic entry reviewed.
Related family: Tierra digital evolution
Origin: Supplied CSV / input row 42
Reviewed: 21 October 2026
Swimmers evolve anatomy and motion across generations in an interactive artificial-life pond.
Review note. Separate research start from release; retain as precursor to Gene Pool, not an alias of it.
Creator page confirms 1996 research origin and 1997 product development.
Related family: Ventrella swimmer evolution
Origin: Supplied CSV / input row 12
Reviewed: 21 October 2026
Program-controlled organisms feed, reproduce and mutate in a continuous two-dimensional world.
Review note. No fixed external fitness target does not by itself establish sustained open-ended evolution.
Original author project page; historical version.
Related family: DarwinBots
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Self-replicating digital cells form cooperative groups, share resources and coordinate behavior through evolved event-driven programs.
Review note. A direct comparator for cooperation and transitions in individuality; results depend on the specified environment.
Author methods, experiment design and knockout results reviewed.
Related family: DISHTINY
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Physically simulated blocks grow, divide, form joints and exchange resources under evolved recurrent neural controllers in a solar-energy environment.
Review note. Source describes approximately conserved energy and preliminary cooperative resource transactions; preserve those qualifications.
Authors' project page and paper abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Embodied developmental evolution
Origin: Supplied CSV / input row 102
Reviewed: 21 October 2026
Holland's model uses interacting, resource-dependent agents to explore adaptation and organization.
Review note. The cited 2000 study concludes that tested Echo runs lacked the diversity of hierarchical aggregates characteristic of complex adaptive systems; it is not blanket validation.
Author's publication list and Smith/Bedau paper abstract reviewed.
Related family: Holland complex adaptive systems
Origin: Supplied CSV / input row 15
Reviewed: 21 October 2026
Peter Krčah's reimplementation evolves virtual-creature morphology and controllers for walking and swimming using ODE physics.
Review note. Original source was wrong: 493.pdf is Vít Růžička's 2014 Framsticks bachelor's thesis. Correct author is Peter Krčah.
Read Krčah's original GECCO 2007 paper.
Related family: Sims virtual creatures
Origin: Supplied CSV / input row 59
Reviewed: 21 October 2026
Ken Stauffer's artificial-life simulator models evolving program-controlled organisms; the linked repository preserves a later fork.
Review note. Do not describe a 12-commit historical fork as maintained without release/activity evidence.
Repository identity, author attribution, and project structure reviewed.
Related family: Programmable digital organisms
Origin: Supplied CSV / input row 45
Reviewed: 21 October 2026
A mass-conserving Lenia extension localizes update parameters, enabling coexisting patterns and parameter mixing.
Review note. Use Flow-Lenia as canonical spelling; do not convert future potential into achieved open-ended evolution.
Original abstract distinguishes demonstrations from a proposed route toward intrinsic evolution.
Related family: Lenia continuous cellular automata
Origin: Supplied CSV / input row 34
Reviewed: 21 October 2026
A simulation platform models creature bodies and neural controllers, supporting optimization, coevolution, and ecological experiments.
Review note. A platform's support for an experiment does not prove that every run exhibits its target behavior.
Creator site and tutorial describe body/controller models and configurable experiments.
Related family: Embodied evolution
Origin: Supplied CSV / input row 9
Reviewed: 21 October 2026
An artificial-chemistry model studies mutually catalytic molecular assemblies, compositional inheritance and growth followed by division.
Review note. Compositional heredity differs from sequence copying; broad evolvability claims need separate evidence.
Original paper indexed abstract reviewed; full-page fetch hit a browser challenge.
Related family: GARD
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A biotically selected neural-agent system studies long-term evolutionary activity and scaling of individual complexity.
Review note. The result is qualified by evaluated run scales and requires scaling both world size and neural limits. Remove timeless 'only besides Earth' superlative.
Read Channon's 2019 abstract, including experimental bounds and scaling result.
Related family: Neural-agent evolutionary ecology
Origin: Supplied CSV / input row 43
Reviewed: 21 October 2026
Swimbots inhabit an interactive pond with food, mutation, reproduction, and selectable mate preferences.
Review note. Gene Pool and Swimbots refer to one catalog entry; 1997 origin was not independently established in the reviewed page.
Live creator interface exposes mutation, offspring energy, food, and mate-preference controls.
Related family: Ventrella swimmer evolution
Origin: Supplied CSV / input row 13
Reviewed: 21 October 2026
Simulation evolves body and controller designs that are transferred into fabricated locomoting robots.
Review note. Automated design and fabrication pipeline is not autonomous robot self-reproduction; assembly and manufacturing interventions matter.
Read original Lipson and Pollack paper.
Related family: Evolutionary robotics
Origin: Supplied CSV / input row 49
Reviewed: 21 October 2026
Neural-network-controlled agents evolve in a world with programmable robots; the authors analyze communication, agriculture and tool use.
Review note. Reported emergent behaviors are experimental findings; an open-ended title does not prove indefinitely increasing complexity.
Original 2024 paper abstract reviewed.
Related family: JaxLife
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Particle automata with discrete internal states and continuous simulated physics assemble into self-replicating strings.
Review note. Particle-mediated replication is a useful contrast to program-level fission; it does not establish unbounded evolution.
Original 2002 author paper abstract reviewed.
Related family: JohnnyVon
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Evolutionary algorithms co-design block-based morphology and control for tasks including swimming, walking, and competition.
Review note. Keep fitness-driven body/control evolution distinct from self-reproduction occurring inside a persistent ecosystem.
Creator's 1994 project page describes selection, recombination, mutation, and task-based experiments.
Related family: Sims virtual creatures
Origin: Supplied CSV / input row 10
Reviewed: 21 October 2026
A rule-following agent changes grid states while moving, producing complex trajectories from simple local rules.
Review note. The ant is a programmed dynamical system; the familiar highway does not imply learning or evolution.
Langton's 1986 original paper identified in university repository.
Related family: Turmite cellular automata
Origin: Supplied CSV / input row 28
Reviewed: 21 October 2026
A cellular-automaton loop copies its circulating description to construct further loops.
Review note. Self-reproduction does not require universal construction; standard loop copying should not be scored as demonstrated adaptive evolution.
Original 1984 article abstract reviewed.
Related family: Self-replicating cellular automata
Origin: Supplied CSV / input row 29
Reviewed: 21 October 2026
Long-range Life-like cellular automata generalize the neighborhood of the original rule.
Review note. Correct attribution: the cited RealLife paper is by Marcus Pivato, not Evans.
Pivato's paper explicitly credits K. M. Evans for Larger than Life and proves a continuum-limit result.
Related family: Large-neighborhood cellular automata
Origin: Supplied CSV / input row 33
Reviewed: 21 October 2026
Continuous cellular automata support localized patterns with movement, self-organization, and other life-like dynamics.
Review note. Project began in 2015; 2018 refers to initial public paper/video. Later extensions include replication-like behavior; version must be specified.
Creator synopsis and timeline reviewed.
Related family: Lenia continuous cellular automata
Origin: Supplied CSV / input row 20
Reviewed: 21 October 2026
A compact artificial-life virtual machine supports interacting program-like organisms; the cited fork modifies instructions, energy limits, and statistics.
Review note. Input's 2011 date is misleading as origin; original code is documented as 2005. Label the cited Chris Hixon fork explicitly.
Read fork README identifying original Nanopond 1.9 and copyright 2005.
Related family: Tierra-style digital evolution
Origin: Supplied CSV / input row 40
Reviewed: 21 October 2026
An extension of Tierra distributes digital-organism populations across networked environments.
Review note. Retain as a Tierra extension with shared family; do not count it as wholly unrelated or infer evolved multicellularity from its name.
Creator site separately links Network Tierra, FAQ, and net/non-net release.
Related family: Tierra digital evolution
Origin: Supplied CSV / input row 47
Reviewed: 21 October 2026
Learned local update rules act on moving particles using differentiable SPH operators, supporting morphogenesis and regeneration.
Review note. Learned morphogenesis is distinct from hereditary reproduction and ecological selection.
Author abstract and revision history reviewed; 2026 preprint.
Related family: Neural cellular automata
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A particle-based reformulation explores Lenia-like self-organizing patterns.
Review note. Linked tutorial is dated January 16, 2023; it does not itself verify the asserted 2022 origin.
Creator tutorial identity confirmed; JavaScript notebook content was not fully exposed by text retrieval.
Related family: Lenia particle systems
Origin: Supplied CSV / input row 35
Reviewed: 21 October 2026
Interactive two-dimensional ant simulation demonstrates local movement and marker-mediated foraging in environments with food and obstacles.
Review note. Original row points to an entire YouTube channel. Version and implementation must be pinned; no neural-learning claim established.
Public repository and controls reviewed; channel-wide source narrowed to a specific repository, attribution supported by linked creator context. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Ant foraging simulations
Origin: Supplied CSV / input row 96
Reviewed: 21 October 2026
An artificial-life research environment couples evolving organisms, neural controllers, and ecological interactions.
Review note. The linked repository is an old copy, not evidence of a currently maintained release; no current version benchmark was run.
Read repository README attributed to Larry Yaeger and collaborator history.
Related family: Embodied neural ecology
Origin: Supplied CSV / input row 8
Reviewed: 21 October 2026
Educational simulation videos illustrate how resource competition and inherited variation affect populations over generations.
Review note. Treat the series as one educational project family; do not count each video or animation as a separate research platform.
Author's indexed video metadata and description reviewed; full simulation code and detailed mechanics not independently inspected. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Educational evolution simulations
Origin: Supplied CSV / input row 97
Reviewed: 21 October 2026
Self-propelled particles under a simple interaction law form structures that grow, divide, and interact.
Review note. Emergent cell-like reproduction is reported; genome-based heredity and sustained adaptive novelty require separate evidence.
Read original 2016 paper abstract and publication metadata.
Related family: Self-organizing particle systems
Origin: Supplied CSV / input row 36
Reviewed: 21 October 2026
A one-dimensional binary cellular automaton supports universal computation under carefully constructed initial conditions.
Review note. Turing universality is not open-ended biological evolution; distinguish rule history from proof publication.
Cook's primary explanatory paper and original 2004 publication identified.
Related family: Computational cellular automata
Origin: Supplied CSV / input row 31
Reviewed: 21 October 2026
Related cellular-automata systems add structural dissolution to replicating loops; Evoloop additionally supports heritable variation through interactions and selection.
Review note. Input slash obscures two distinct rules. Retained as one clearly labeled family entry; do not count it as two without splitting records.
Sayama's original project descriptions explicitly distinguish the two systems. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Langton / Sayama loops
Origin: Supplied CSV / input row 115
Reviewed: 21 October 2026
Educational simulation explores rabbit and fox populations, resources, inherited traits, and survival tradeoffs.
Review note. Do not treat the original video and unfinished rewrite as identical code releases or established research benchmarks.
Author video description reviewed; Ecosystem-2 repository identifies itself as a work-in-progress follow-up. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Educational ecosystem simulations
Origin: Supplied CSV / input row 95
Reviewed: 21 October 2026
Gradient-based optimization and curriculum exploration discover robust moving, self-maintaining patterns in continuous cellular automata.
Review note. A distinct research extension within the Lenia family; trained robustness is not a proof of lifetime learning or consciousness.
Authors explain the method and link its extended Science Advances publication.
Related family: Lenia
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A continuous-domain generalization of Conway's Life supports smooth dynamical patterns.
Review note. Pattern dynamics alone do not establish heredity, selection, or cognition.
Rafler's original 2011 abstract reviewed.
Related family: Continuous cellular automata
Origin: Supplied CSV / input row 32
Reviewed: 21 October 2026
An artificial chemistry models interacting particles and evolvable self-replicating molecular structures.
Review note. A single artificial chemistry is not multiple physical substrates; detailed paper claims were not fully replicated.
Creator repository identifies the artificial-chemistry implementation and links its project.
Related family: Artificial chemistry
Origin: Supplied CSV / input row 46
Reviewed: 21 October 2026
Opcode-string molecules bind probabilistically and execute reactions, enabling studies of replication, mutation and evolving molecular interactions.
Review note. Source supports study of evolved replication; remove unconditional claims that open-endedness is settled or universally quantified.
Researchers' analysis repository and linked research citations reviewed alongside ISAL explanatory entry. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Artificial chemistry
Origin: Supplied CSV / input row 114
Reviewed: 21 October 2026
An agent-based artificial society studies how local interactions generate population-level social patterns.
Review note. Detailed model configurations vary; do not assign all book experiments to every Sugarscape implementation.
Publisher confirms Epstein and Axtell book and October 1996 publication.
Related family: Artificial societies
Origin: Supplied CSV / input row 14
Reviewed: 21 October 2026
Heterogeneous self-propelled particles follow local kinetic rules, producing collective structures; extensions study evolutionary swarm dynamics.
Review note. Separate original interactive Swarm Chemistry from later Evolutionary Swarm Chemistry capabilities.
Author's homepage, descriptions and publication links reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Heterogeneous swarm systems
Origin: Supplied CSV / input row 122
Reviewed: 21 October 2026
Artificial-life simulation evolves digital creatures with genetic traits and neural controllers in a resource-based environment.
Review note. Creator's ambitions and promotional language are not evidence of limitless behavior, consciousness, or biologically equivalent life.
Official site reviewed; creator dates project to 2017. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: The Bibites
Origin: Supplied CSV / input row 89
Reviewed: 21 October 2026
Cellular artificial-life simulator lets organisms eat, reproduce, mutate and compete, with selection arising from survival and offspring production.
Review note. Natural-selection design is documented; sustained unbounded novelty remains a separate empirical claim.
Author repository README reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: The Life Engine
Origin: Supplied CSV / input row 92
Reviewed: 21 October 2026
Self-replicating programs compete for computational resources and undergo mutation in a virtual environment.
Review note. Use creator's site instead of course mirror; do not infer sustained unbounded innovation from digital evolution alone.
Creator's site identifies Tierra and links software, documentation, and Network Tierra.
Related family: Tierra digital evolution
Origin: Supplied CSV / input row 6
Reviewed: 21 October 2026
A four-state cellular automaton models moving signals in conductors and can implement logic circuits.
Review note. Evidence concerns circuit computation; neither intelligence nor biological reproduction follows from universality.
Implementation documentation and Wolfram's research book examples reviewed.
Related family: Computational cellular automata
Origin: Supplied CSV / input row 27
Reviewed: 21 October 2026
Foundation models guide searches across artificial-life simulators for target behavior, novelty, and diverse patterns.
Review note. ASAL is a discovery method spanning multiple simulators; its search algorithm and discovered worlds should not be conflated.
Original Sakana research announcement dated December 24, 2024 reviewed.
Related family: Foundation-model search for ALife
Origin: Supplied CSV / input row 26
Reviewed: 21 October 2026
Meta-agent search generates and evaluates agent programs, retaining prior designs to inform subsequent discoveries.
Review note. An automated design method, not a population of metabolizing autonomous organisms.
Authors' abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Automated agent design
Origin: Supplied CSV / input row 109
Reviewed: 21 October 2026
Foundation-model-driven search modifies coding-agent programs, evaluates changes on coding benchmarks, and accumulates an archive of agent variants.
Review note. Title is not evidence for a maximum OEE score. Benchmark improvement and growing archives do not prove indefinite innovation.
Authors' abstract, benchmark figures and version history reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Self-improving coding agents
Origin: Supplied CSV / input row 111
Reviewed: 21 October 2026
Evolution searches articulated morphologies while reinforcement learning trains control, studying embodiment and learnability across environments.
Review note. Merge UNIMAL row into this entry: UNIMAL is the design space in the same framework, not an independent comparison project.
Original paper identifies DERL and links the same Nature DOI used in the input.
Related family: DERL embodied evolution
Origin: Supplied CSV / input row 52
Reviewed: 21 October 2026
LLM-driven self-play evolves Core War programs against previous opponents, studying adaptation to a changing adversarial objective.
Review note. Distinct method built on Core War; it is not the 1984 Core War source and not evidence of unbounded innovation.
Original January 2026 paper abstract reviewed.
Related family: Core War
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Boundedly rational agents select attendance predictions and decide whether to visit a bar, creating collective congestion dynamics.
Review note. Predictor switching is adaptation; do not describe every implementation as genetic evolution.
Official implementation documentation reviewed; cites Arthur's 1994 paper and distinguishes its revised strategy representation. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: El Farol
Origin: Supplied CSV / input row 81
Reviewed: 21 October 2026
Co-generates learning challenges and agents, allowing solution transfer among tasks and measuring exploration progress.
Review note. Evidence concerns the reported algorithm and experiments; a title containing unbounded does not establish limitless real-world novelty.
Original 2020 paper abstract reviewed.
Related family: POET open-ended search
Origin: Supplied CSV / input row 23
Reviewed: 21 October 2026
An extension infers hidden-neuron placement and density from an indirect connectivity encoding.
Review note. A distinct HyperNEAT extension, not an independent organism world; finite experiments do not establish unrestricted complexity growth.
Original Risi and Stanley 2012 abstract reviewed.
Related family: NEAT neuroevolution
Origin: Supplied CSV / input row 62
Reviewed: 21 October 2026
Code language models supply mutation operators within evolutionary search, demonstrated on programs that generate Sodarace walkers.
Review note. Algorithmic inheritance in search is distinct from autonomous in-world reproduction; linked to OpenELM implementation family.
Authors' abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: ELM / OpenELM
Origin: Supplied CSV / input row 107
Reviewed: 21 October 2026
Evolution combines generative encodings and multiple voxel materials to discover locomoting soft-body robot designs.
Review note. Input DOI points to a 2014 SIGEVOlution version; original experiment appeared at GECCO 2013. This is externally optimized design, not ecological reproduction.
Original GECCO 2013 paper identified and abstract reviewed.
Related family: Soft robot co-design
Origin: Supplied CSV / input row 54
Reviewed: 21 October 2026
Genesys evolves bit-string-encoded programs, including finite-state and neural controllers, with Tracker studying behavior on an artificial-ant task.
Review note. Task-specific evolutionary optimization does not imply lifetime learning or open-ended ecology; different controller encodings are alternatives.
Authors' original paper introduction reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Evolved program controllers
Origin: Supplied CSV / input row 129
Reviewed: 21 October 2026
Exploration algorithms archive promising states, return to them, and explore further; demonstrated on sparse-reward games and robotic tasks.
Review note. Exploration performance does not establish indefinitely sustained open-ended evolution.
Author abstract reviewed; Nature endpoint failed, replaced with authors' preprint. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Go-Explore
Origin: Supplied CSV / input row 66
Reviewed: 21 October 2026
An indirect encoding generates neural connectivity from geometric patterns, exploiting symmetry and repeated structure.
Review note. Retain as a distinct algorithm in the NEAT family; avoid scoring interchangeable computational encodings as physical substrate diversity.
Original Stanley, D'Ambrosio, and Gauci 2009 manuscript reviewed.
Related family: NEAT neuroevolution
Origin: Supplied CSV / input row 61
Reviewed: 21 October 2026
Deep-network assessments guide divergent evolutionary search for recognizable artifacts; the original demonstration generates images.
Review note. Original paper distinguishes a long-term vision from a simplified implemented demonstration.
Author-hosted 2015 paper abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Innovation Engines
Origin: Supplied CSV / input row 69
Reviewed: 21 October 2026
An archive retains high-performing solutions across user-chosen behavioral or phenotypic descriptor regions.
Review note. Quality-diversity coverage is not unlimited open-ended evolution; descriptor dimensions and evaluation rules are supplied.
Original Mouret and Clune 2015 abstract reviewed.
Related family: Quality-diversity search
Origin: Supplied CSV / input row 64
Reviewed: 21 October 2026
Maze populations and navigating agents coevolve under minimal success criteria, producing diverse maze structures and agent behaviors.
Review note. The abstract calls this a step toward open-ended algorithms; 'indefinitely growing complexity' exceeds the evidence.
Institutional record reproduces the authors' abstract, authors and 2017 GECCO citation. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Minimal Criterion Coevolution
Origin: Supplied CSV / input row 68
Reviewed: 21 October 2026
An evolutionary algorithm optimizes neural weights and topology using speciation, structural innovation tracking, and incremental complexification.
Review note. An algorithm does not intrinsically have ecology, reproduction in a world, or visual scale; these are application-dependent.
Read original 2002 paper abstract and mechanism claims.
Related family: NEAT neuroevolution
Origin: Supplied CSV / input row 60
Reviewed: 21 October 2026
A graph neural network uses an agent's body structure to parameterize a continuous-control policy.
Review note. Policy architecture alone is not an evolved body or complete artificial-life ecosystem.
Original paper indexed text reviewed; direct OpenReview access hit browser verification.
Related family: Graph-structured control
Origin: Supplied CSV / input row 57
Reviewed: 21 October 2026
Evolutionary graph search designs robots while graph-network controllers transfer skills among candidate bodies.
Review note. Selection and mutation occur in a design algorithm; do not conflate with autonomous physical self-reproduction.
Original 2019 paper abstract reviewed.
Related family: Robot design search
Origin: Supplied CSV / input row 58
Reviewed: 21 October 2026
Evolutionary search rewards behavioral novelty instead of direct objective progress.
Review note. Novelty search can explore without a task objective, but novelty metrics and representation constrain results.
Original Lehman and Stanley 2011 paper abstract reviewed.
Related family: Quality-diversity search
Origin: Supplied CSV / input row 63
Reviewed: 21 October 2026
Foundation models estimate task interestingness to prioritize learnable, interesting tasks for an agent's curriculum.
Review note. Task generation is not organism reproduction; no universal OEE score follows from the title.
Authors' abstract and version history reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: OMNI
Origin: Supplied CSV / input row 67
Reviewed: 21 October 2026
Foundation models generate environment and reward code for tasks selected to be interesting and appropriate to agents' capabilities.
Review note. A distinct extension of OMNI in the same family; in-principle unrestricted task generation does not prove indefinite realized novelty.
Authors' abstract and version history reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: OMNI
Origin: Supplied CSV / input row 105
Reviewed: 21 October 2026
Evolutionary procedure adapts task prompts and the mutation prompts used to generate their variants.
Review note. Optimization over task prompts has fixed evaluation domains; distinguish prompt evolution from organism self-replication.
Authors' abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Prompt evolution
Origin: Supplied CSV / input row 112
Reviewed: 21 October 2026
Language models generate variations and assess quality and diversity within an evolutionary search over creative text.
Review note. Coverage of a specified search space is not unrestricted open-ended evolution.
Authors' abstract reviewed, including comparison with human evaluations. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Quality-diversity / language models
Origin: Supplied CSV / input row 113
Reviewed: 21 October 2026
Graph grammars define robot structures, and heuristic search optimizes designs and controllers for terrain tasks.
Review note. Replace unstable generic redirect with specific project page; an optimizer is not a self-maintaining ecosystem.
Original authors' indexed project page and paper metadata reviewed; old CDFG URL redirected to a large publication index.
Related family: Robot design search
Origin: Supplied CSV / input row 55
Reviewed: 21 October 2026
Local relocation decisions based on neighborhood composition can produce large-scale segregation without equally strong individual preferences.
Review note. A foundational social model, not an evolving organism platform; implementations are variants of one model family.
Original publisher abstract and NetLogo implementation documentation reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Schelling segregation
Origin: Supplied CSV / input row 80
Reviewed: 21 October 2026
A graph-based policy first modifies body structure and then controls the resulting agent, jointly optimizing morphology and behavior.
Review note. 2021 preprint; ICLR 2022 publication. Learned design actions are not organism reproduction.
Original abstract and submission history reviewed.
Related family: Robot design search
Origin: Supplied CSV / input row 56
Reviewed: 21 October 2026
A theoretical cellular-automaton construction separates a machine's description, interpretation, and copying to enable self-reproduction.
Review note. Distinguish 1940s-1950s work from the posthumous 1966 publication; the constructor alone and complete reproducer are different components.
Original book scan identified; full browser retrieval exceeded size limit.
Related family: Self-reproducing automata theory
Origin: Supplied CSV / input row 30
Reviewed: 21 October 2026
A Julia framework supports discrete-time and event-based agent models with spatial environments, analysis tools and ecosystem examples.
Review note. Separate framework features from the ecological or learning behavior of an individual model.
Official introduction and example index reviewed.
Related family: Agents.jl
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A modular multi-physics simulator supports experiments with large robot swarms and configurable robot and physics plugins.
Review note. A swarm-robotics comparator; robot population size alone is not evolutionary or ecological complexity.
Official definition and documentation index reviewed.
Related family: ARGoS
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Agent-based modeling framework built around composable scapes, with facilities for rules, visualization, statistics, and experiments.
Review note. Framework capabilities should not be scored as a particular organism or ecosystem.
Developer manual's authorship, structure and framework sections reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Ascape
Origin: Supplied CSV / input row 75
Reviewed: 21 October 2026
Educational software lets users design experiments with evolving digital organisms and inspect results.
Review note. Avida-ED belongs to Avida's family; it is an educational application, not an independent evolutionary lineage. 2009 is an education-paper date, not necessarily software inception.
Current official site, old site's migration notice, and MSU application credits reviewed.
Related family: Avida digital evolution
Origin: Supplied CSV / input row 39
Reviewed: 21 October 2026
An open-source platform supports creation, execution and visualization of agent-based simulations, including biological and ecological models.
Review note. Scale and performance require matched model and hardware benchmarks; no cross-platform speed claim is adopted here.
Official project overview reviewed.
Related family: BioDynaMo
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
An open-source three-dimensional multi-agent environment supports simulations of decentralized systems and artificial life.
Review note. Replaced nonresponsive old homepage; framework is not a single self-reproducing organism ecosystem.
Maintainer project listing identifies Jon Klein, software purpose, and language/toolkit details.
Related family: Agent-based simulation tools
Origin: Supplied CSV / input row 17
Reviewed: 21 October 2026
A C++ agent-based modeling system influenced by Swarm provides infrastructure for computational experiments.
Review note. Distinguish the EcoLab software framework from the particular evolving-ecology models studied with it.
Original author abstract reviewed.
Related family: EcoLab
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A C++ scientific-software library supplies evolution, systematics and browser-interface tools used to build reproducible computational experiments.
Review note. Infrastructure rather than a single evolving world; distinct from systems implemented with it, including DISHTINY.
Official overview and evolution-tool index reviewed.
Related family: Empirical
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A platform for agent models on networks separates model code, experiment parameters and visualization to support repeatable simulations.
Review note. Useful for network interactions and evolutionary games; specific heredity and ecological rules are model-dependent.
Original author abstract reviewed.
Related family: Evoplex
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A Python library built on Voxelyze supports dynamic simulation and automated design of soft multimaterial robots.
Review note. A distinct design library in the Voxelyze family; do not count its physics engine twice in a family-level comparison.
Original laboratory repository README reviewed.
Related family: Voxelyze
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A GPU agent-modeling framework supplies agent types, communication and birth/death operations through CUDA C++ and Python interfaces.
Review note. Birth/death API support is not automatically hereditary evolution; compare performance on equivalent agent rules.
Official project features reviewed.
Related family: FLAME GPU
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Agent-based simulation platform with spatial modeling, a modeling language, visualization, and experimentation facilities.
Review note. Remove universal claims about scale and absent physics unless version-specific benchmarks or module documentation support them.
Official platform and documentation reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: GAMA
Origin: Supplied CSV / input row 76
Reviewed: 21 October 2026
Modular framework combines genomes, brains, worlds, optimizers, and data archiving for evolutionary experiments.
Review note. Swappable brain modules are alternative experiment components, not evidence of simultaneous physical substrates.
Maintainer repository and linked modular framework description reviewed.
Related family: Modular digital evolution tools
Origin: Supplied CSV / input row 19
Reviewed: 21 October 2026
Java agent-based simulation library with optional visualization and extensions for distributed simulations, GIS, discrete events, and two-dimensional physics.
Review note. Blanket claim of no physical body simulation is false: official distribution lists a physics2d rigid-body extension.
Official developer page and eclab repository reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: MASON
Origin: Supplied CSV / input row 72
Reviewed: 21 October 2026
Python framework for building agent-based models, collecting data, visualizing behavior, and analyzing experiments.
Review note. Reproduction and learning depend on user models; an empty framework should not receive organism trait scores.
Official documentation reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Mesa
Origin: Supplied CSV / input row 77
Reviewed: 21 October 2026
Programmable agent-based modeling environment with a model library, visualization, and experiment tools; behavior depends on the particular model.
Review note. Remove unsupported 'world's most-used' superlative; do not assign toolkit-wide reproduction or cognition.
Official project page and model documentation reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Logo / agent-based modeling
Origin: Supplied CSV / input row 71
Reviewed: 21 October 2026
CarperAI library supports evolutionary search over code and natural language using language-model mutation operators and example environments.
Review note. Not Apple's separate OpenELM language-model family. Keep implementation and paper linked; do not imply independent conceptual lineage.
Official README explicitly identifies this as an open-source ELM implementation. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: ELM / OpenELM
Origin: Supplied CSV / input row 108
Reviewed: 21 October 2026
C++ library for steering autonomous characters, including behaviors useful in games, animation, and collective-motion demonstrations.
Review note. Related to Boids, but a reusable library rather than a duplicate flocking model.
Project repository identity and description reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Boids / steering
Origin: Supplied CSV / input row 78
Reviewed: 21 October 2026
A research platform investigates evolvability in assembly-like computational languages.
Review note. Sparse documentation supports identity and intent; detailed reproduction mechanics and performance were not independently verified.
Maintainer listing states the purpose and Tierra/Avida relationship.
Related family: Tierra-style digital evolution
Origin: Supplied CSV / input row 41
Reviewed: 21 October 2026
Family of agent-based modeling frameworks supporting interactive and distributed simulations in multiple programming languages.
Review note. The platform enables custom models; ecology, cognition, and heredity are model-specific rather than intrinsic suite properties.
Official suite documentation reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Repast
Origin: Supplied CSV / input row 73
Reviewed: 21 October 2026
Programmable educational modeling environment for decentralized systems such as flocks, traffic, and markets.
Review note. Classic StarLogo, TNG and Nova are related versions; avoid mixing their capabilities without naming a version.
MIT documentation reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Logo / agent-based modeling
Origin: Supplied CSV / input row 74
Reviewed: 21 October 2026
A reusable software framework supports hierarchical multi-agent models and tools for conducting simulation experiments.
Review note. Toolkit capabilities must be separated from the ecological or evolutionary properties of models built with it.
Original SFI working paper identified through institutional hosted PDF.
Related family: Agent-based simulation tools
Origin: Supplied CSV / input row 16
Reviewed: 21 October 2026
GPU-accelerated voxel-based physics engine supports soft-body simulation and experiments with physically embodied designs.
Review note. Related to Voxelyze/VoxCAD but distinct software; physics engine alone is not an evolution algorithm or ecosystem.
Official repository description reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Voxel soft-body simulation
Origin: Supplied CSV / input row 117
Reviewed: 21 October 2026
Voxelyze provides voxel-based mechanics; VoxCAD supplies a modeling and simulation interface around related components.
Review note. These are related engine/interface components. Count as a tool family; reproduction and evolution depend on added algorithms.
Repository explicitly includes a Voxelyze submodule alongside VoxCAD.
Related family: Voxel simulation tools
Origin: Supplied CSV / input row 50
Reviewed: 21 October 2026
Users select branching forms whose encoded parameters mutate between generations, demonstrating a genotype-to-form mapping.
Review note. Keep human selection explicit; original Brandeis page misstates the first book year as 1987.
Official port documentation identifies original code donated by Dawkins; Brandeis exposition also reviewed.
Related family: Interactive evolution
Origin: Supplied CSV / input row 4
Reviewed: 21 October 2026
Simulation puzzle game lets users design genomes for few-celled organisms that must survive specified environments.
Review note. Separate user-engineered genomes and challenge solving from claims of unbounded autonomous evolution.
Developer page and reproduced official game description reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Cell Lab
Origin: Supplied CSV / input row 87
Reviewed: 21 October 2026
Digital pets combine inherited biochemical and neural structures with lifetime adaptation in an interactive environment.
Review note. Scope claims to the described product/version; neural learning does not establish conscious experience.
Grand and Cliff's 1998 primary technical paper abstract reviewed.
Related family: Creatures digital pets
Origin: Supplied CSV / input row 11
Reviewed: 21 October 2026
A distributed generative-art system evolves abstract animations using viewer votes as a genetic-algorithm fitness signal.
Review note. Interactive aesthetic selection is a different task from autonomous ecological evolution.
Creator paper summary reviewed.
Related family: Electric Sheep
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Users collaboratively evolve CPPN-encoded three-dimensional shapes and can fabricate selected shapes with 3D printing.
Review note. Interactive human selection and static shape generation do not establish autonomous ecology or agent cognition.
Author-hosted 2012 paper reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Interactive evolution / CPPNs
Origin: Supplied CSV / input row 70
Reviewed: 21 October 2026
User-designed virtual creatures are optimized through evolutionary algorithms in a sandbox simulation.
Review note. Separate body construction by the user from evolved controller behavior; no automatic evolution of unrestricted morphology established.
Author repository description reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Interactive virtual creatures
Origin: Supplied CSV / input row 98
Reviewed: 21 October 2026
Action roguelite uses material-based pixel simulation alongside rigid-body, thermal, electrical and simplified chemical interactions.
Review note. Materials simulation and procedural worlds do not make it an autonomous evolution platform.
Developer homepage and FAQ reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Falling-sand sandboxes
Origin: Supplied CSV / input row 91
Reviewed: 21 October 2026
Users collaboratively evolve images, share results, and branch from other users' designs.
Review note. Human judgment drives selection. Broad exploration is not equivalent to autonomous unbounded evolution.
Read primary paper abstract on collaborative interactive evolution.
Related family: Interactive evolution
Origin: Supplied CSV / input row 18
Reviewed: 21 October 2026
Browser-based creative cellular-automata sandbox lets users combine simulated materials into interactive scenes.
Review note. Creative materials simulation does not itself demonstrate heredity, selection, or autonomous open-ended evolution.
Author repository identity and description reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Falling-sand sandboxes
Origin: Supplied CSV / input row 94
Reviewed: 21 October 2026
Ant-colony simulation combines player control, foraging, territorial competition, predators, and colony management.
Review note. Correct subtitle is Electronic, not Electric. Reproducing ants and colony growth differ from genetic evolutionary search.
Archived original manual introduction and game descriptions reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Maxis simulation games
Origin: Supplied CSV / input row 85
Reviewed: 21 October 2026
Planet-scale simulation couples geosphere, atmosphere, climate, broad life classes, and civilization over selectable timescales.
Review note. A coarse planetary model; its evolution mechanics are not per-organism inherited genomes.
Original manual text hosted by an archive reviewed at contents/model-section level. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Maxis simulation games
Origin: Supplied CSV / input row 84
Reviewed: 21 October 2026
Ecosystem simulation lets players alter organisms' genetics and environmental conditions and observe adaptation and population change.
Review note. Publisher claims establish intended features, not independently validated scientific fidelity; avoid marketing superlatives.
Archived original 1992 Maxis correspondence and product materials reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Maxis simulation games
Origin: Supplied CSV / input row 83
Reviewed: 21 October 2026
Related tools support constructing mass-spring creatures and racing them; Sodarace Kiosk also evolves mutated designs using speed-based selection.
Review note. Input incorrectly says the tool evolves nothing. Constructor editing and Kiosk evolutionary mode must be distinguished; retain one grouped family entry.
Queen Mary creators' 2015 teaching document reviewed, including explicit mutation and selection procedure. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Soda mass-spring creatures
Origin: Supplied CSV / input row 128
Reviewed: 21 October 2026
Evolution sandbox simulates creatures that mutate, reproduce and respond to environmental selection, with player intervention.
Review note. Historical project start and Steam release are different dates. Storefront marks a long update gap; no claim of active development.
Developer storefront description reviewed; Steam release date is September 28, 2018. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Species ALRE
Origin: Supplied CSV / input row 88
Reviewed: 21 October 2026
Commercial creation game lets players design creatures and progress through several scales of an imagined life history.
Review note. Player-guided creature design is not evidence of autonomous Darwinian evolution; avoid declaring absence of all inheritance mechanisms.
Publisher product page reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Maxis simulation games
Origin: Supplied CSV / input row 82
Reviewed: 21 October 2026
An interactive artificial-life artwork populated a virtual environment with creatures assembled by online participants.
Review note. Historical art/ecology comparison only; no claim about current software availability or detailed evolutionary mechanisms.
Creator article title and indexed description reviewed; full text was not retrieved.
Related family: TechnoSphere
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Particle-physics sandbox simulates materials, heat, air pressure, and interactions in user-created scenes.
Review note. A general sandbox; user-built life-like contraptions should not be conflated with built-in evolutionary ecology.
Official repository identity and description reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Falling-sand sandboxes
Origin: Supplied CSV / input row 90
Reviewed: 21 October 2026
Open-source evolution game combines organism editing with simulated environmental competition; its documented development focuses on early life stages.
Review note. Seven stages are a roadmap, not delivered scope. Avoid asserting current playable stages beyond a versioned release check.
Official developer wiki reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Thrive
Origin: Supplied CSV / input row 86
Reviewed: 21 October 2026
Household-based archaeological simulation studies population and settlement patterns in Long House Valley using reconstructed environmental conditions.
Review note. Correct DOI is 10.1073/pnas.092080799, not input's 10.1073/pnas.082081199. Empirical comparison is not blanket model validation.
Primary article's indexed title, authors, date and DOI reviewed; direct full text encountered a browser challenge. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Artificial Anasazi
Origin: Supplied CSV / input row 79
Reviewed: 21 October 2026
A computational biology package supports cell populations, tissue modeling and cardiac electrophysiology with extensible scientific software.
Review note. Biological fidelity and validation are separate from general-purpose ALife breadth.
Official package overview reviewed.
Related family: Chaste
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
A scriptable virtual-tissue modeling environment uses Cellular Potts dynamics for multiscale multicellular simulations.
Review note. Compare coupled tissue mechanics and biological modeling; capabilities of a framework depend on the chosen model.
Official About section reviewed.
Related family: CompuCell3D
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Open-science project studies developmental dynamics, digital morphogenesis, and developmental plasticity, with a strong focus on C. elegans.
Review note. An affiliated research program with several efforts, not a single complete coupled organism simulator. Shared family with OpenWorm.
Official OpenWorm project documentation reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: OpenWorm
Origin: Supplied CSV / input row 99
Reviewed: 21 October 2026
Coupled reaction-diffusion equations generate spatial patterns, including spots that can split.
Review note. 1993 refers to Pearson's pattern study, not the origin of all Gray-Scott chemistry; splitting spots is not genetic reproduction.
Munafo's own research presentation includes moving and splitting patterns.
Related family: Reaction-diffusion models
Origin: Supplied CSV / input row 37
Reviewed: 21 October 2026
A learned local update rule grows target patterns from seeds and can support persistence and regeneration.
Review note. Training a developmental rule is not evidence of an organism learning during life or reproducing with heritable variation.
Original 2020 article and training variants reviewed.
Related family: Neural cellular automata
Origin: Supplied CSV / input row 21
Reviewed: 21 October 2026
A modeling environment couples cell-based models, ordinary differential equations and reaction-diffusion systems with a graphical experiment workflow.
Review note. A strong counterexample to treating coupled modeling formalisms as unique to CQM; not an autonomous evolved ecosystem by default.
Official feature list and principal publication summary reviewed.
Related family: Morpheus
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Cellular-automata framework models morphogenesis using nested neighborhoods to represent local and broader contextual signals.
Review note. Replace secondary bibliographic page with author source; capability objectives are not all demonstrated outcomes.
Author-hosted technical presentation reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Cellular morphogenesis
Origin: Supplied CSV / input row 100
Reviewed: 21 October 2026
Open-source research integrates nervous-system, muscle, soft-tissue, and fluid models toward a simulated C. elegans.
Review note. Describe an ongoing modeling effort; do not imply that every component forms a validated complete organism.
Official site explicitly describes ongoing component development and DevoWorm's relationship.
Related family: OpenWorm organism modeling
Origin: Supplied CSV / input row 22
Reviewed: 21 October 2026
Agent-based simulator couples cellular mechanics and phenotypes to diffusing biochemical substrates for studies of multicellular systems.
Review note. Here 'substrates' includes diffusible chemical species; do not translate that directly into a computational-substrate superiority score.
Original 2018 paper abstract and metadata reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Multicellular biophysics
Origin: Supplied CSV / input row 127
Reviewed: 21 October 2026
A scriptable, genetically explicit evolutionary simulation framework models population genetics and customizable ecological scenarios.
Review note. Genetic evolution is explicit; artificial agent cognition and morphology are not default capabilities.
Maintainer repository and author manual description reviewed.
Related family: SLiM
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
An interactive particle-based environment models physics, chemistry and biology across subcellular, cellular and tissue scales.
Review note. Compare interaction among modeling scales; physics and chemistry features alone do not imply evolution or cognition.
Official documentation introduction and cited publication reviewed.
Related family: Tissue Forge
Origin: Added in this audit / input row new
Reviewed: 21 October 2026
Living cell assemblies exhibit designed behaviors; experiments show kinematic replication by gathering loose cells into new motile assemblies.
Review note. Physical biological cells, not purely digital organisms. Replication relies on supplied cells and controlled conditions, not unbounded autonomous reproduction.
Original 2021 paper's significance statement and metadata reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Engineered living systems
Origin: Supplied CSV / input row 116
Reviewed: 21 October 2026
Formal theoretical-computer-science model expresses a version of global workspace theory using a mathematical machine architecture.
Review note. A formal consciousness model is not evidence that a machine is conscious. Remove 'adopted by nobody' and unsupported numeric theory superiority.
Authors' abstract and submission history reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Global workspace cognitive architectures
Origin: Supplied CSV / input row 126
Reviewed: 21 October 2026
Cognitive architecture and software framework model perception, attention, memory, action selection and learning through global-workspace mechanisms.
Review note. Theory-inspired architecture is not proof of consciousness. Remove unsupported adoption claims and ordinal consciousness ranking.
Developer project and framework documentation reviewed, including reported experiment-replication work. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Global workspace cognitive architectures
Origin: Supplied CSV / input row 124
Reviewed: 21 October 2026
Accelerated reinforcement-learning benchmark provides procedurally generated survival and crafting environments with complex skill dependencies.
Review note. Open-ended benchmark terminology is distinct from demonstrating open-ended evolution or self-reproduction.
ICML 2024 primary proceedings page and abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Open-ended RL environments
Origin: Supplied CSV / input row 120
Reviewed: 21 October 2026
A voxel-based benchmark evaluates joint optimization of robot morphology and control across locomotion and manipulation tasks.
Review note. Use 2021 NeurIPS publication rather than 2022 preprint deposit as project date; benchmark is not an autonomous ecosystem.
Original author project page and paper abstract reviewed.
Related family: Soft robot co-design
Origin: Supplied CSV / input row 24
Reviewed: 21 October 2026
Language-model agents combine memories, reflection and planning to produce behavior in an interactive small-town simulation.
Review note. Believable social behavior is not evidence of consciousness, ecological realism, or Darwinian evolution.
Authors' paper abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: LLM social simulation
Origin: Supplied CSV / input row 104
Reviewed: 21 October 2026
Learned world model generates action-controllable environments from visual prompts using training on unlabelled video.
Review note. Refers to the original 2024 Genie, not later versions. Learned visual dynamics are not a validated physical simulator.
Authors' 2024 abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Foundation world models
Origin: Supplied CSV / input row 106
Reviewed: 21 October 2026
Evaluation suite tests social generalization of reinforcement-learning agents across scenarios involving cooperation, competition and resource sharing.
Review note. An evaluation suite, not one autonomous artificial-life world. Do not aggregate scenario capabilities into one organism.
Authors' 2021 abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Multi-agent reinforcement learning
Origin: Supplied CSV / input row 119
Reviewed: 21 October 2026
Research platform combines persistent game systems, large agent populations, long horizons, and tools for multi-agent learning experiments.
Review note. Agent spawning and learned survival behavior do not automatically establish inherited reproduction or evolutionary novelty.
Authors' platform paper abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Multi-agent reinforcement learning
Origin: Supplied CSV / input row 118
Reviewed: 21 October 2026
Language-model research pipeline generates ideas, implements experiments, writes papers, and applies automated review.
Review note. Automated reviewer ratings are not external peer acceptance. Original cost claim is experiment-specific, not a current cost guarantee.
Authors' 2024 abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: Automated scientific research
Origin: Supplied CSV / input row 110
Reviewed: 21 October 2026
Minecraft agent uses an automatic curriculum, executable skill library and iterative prompting to acquire and reuse skills.
Review note. Skill acquisition with GPT-4 is not organism reproduction or biological heredity.
Authors' abstract reviewed. Review covers identity and conservative description, not an independent runtime reproduction.
Related family: LLM embodied agents
Origin: Supplied CSV / input row 103
Reviewed: 21 October 2026