The complete Markdown corpus used to build ModelBreeder.com. Files are preserved verbatim, hashed, categorized, and linked to curated guides.
A teleodynamic narrative spanning browser and edge execution, mutable small models, code beading, quantization, and model breeding.
4e3f836c01bf7b801bd3…Source report on browser-based visualizers, evolutionary model merging, Mergenetic/MERGE3, and multidisciplinary breeding patterns.
0173688cf1cf40252e5e…Source report on browser-native model breeding, TensorFlow.js/Three.js visualizers, evolutionary model merging, and cross-domain project inspirations.
fff5110c377efe7dace4…Source report covering model-breeding architecture, resources, browser labs, and multidisciplinary application patterns.
b57ac540042e784bbcae…Source report expanding adaptive ecology architecture, pillars, core loops, and model-breeding implementation resources.
c2b9f3cbf4f601a4d8b2…Source report comparing modelbreeder source concepts, client-side neural visualization, Rust inference paths, and broader breeder paradigms.
cf85bf3b1799032e5c7f…A source report on pure Rust/WASM LLM improvements: SIMD matvec kernels, hierarchical quantization, adapter deltas, deterministic tokenization and sampling, paged/radix cache ideas, speculative decoding, and zero-copy browser memory boundaries.
afb87761528ad1060130…A report on sub-1B language models, model breeding, Rust tooling, quantization, client-side inference, evaluation metrics, privacy, and deployment.
ba9444df20fd357747bf…A browser-based system design for user-selected skill modules, Rust/WASM execution, tiny LLM candidates, modular composition, packaging, performance, and developer APIs.
fc41a09c9a863b76acbc…A detailed browser-edge architecture for Rust, WASM, WebGPU, tiny language models, quantization, skill modules, LoRA routing, and teleodynamic resource closure.
ae3690ed7e2eb6ee2563…A Rust-centric report on tiny LLMs, quantization, distillation, model breeding, Rust inference crates, WASM toolchains, and client-side architecture.
8c29b3464d077f898e57…A compact architectural treatment of code breeding, model breeding, multi-model orchestration, viability scoring, and component interchangeability.
fd28c1844c1f6b04fa67…A preserved uploaded edition of the compact architectural treatment of code breeding, model breeding, multi-model orchestration, viability scoring, and interchangeability.
fd28c1844c1f6b04fa67…A survey of fast, flexible, frugal, and federated AI architectures, modular tiny models, deployment patterns, metrics, and open problems.
baaacdfddf387eec003f…A preserved uploaded edition of the 4Fs survey on low latency, modularity, resource efficiency, federated learning, tiny models, orchestration, and metrics.
baaacdfddf387eec003f…A wide-ranging report on the 4Fs, code beading, model breeding, interchangeable models, continuity, and information-system adaptability.
41bcb67feeb7018c987c…The broadest synthesis of digital Four Fs, code and model breeding, teleodynamic viability, interchangeability, operations, and safety.
fbbcc2ebbdb3986df84d…Source report on browser-native artificial-life dashboards, population visualization, and ecology-lab interface patterns.
8288cea1ab9ed07aef23…A preserved uploaded edition of the practical evolutionary AI system survey covering algorithms, representations, benchmark design, compute planning, and reproducibility.
9e128affd9b4820db3d0…A practical survey of evolutionary algorithms, representations, fitness design, benchmarks, compute planning, reproducibility, safety, and implementation milestones.
9e128affd9b4820db3d0…A definition-and-design report on fitness, adaptability, robustness, evolvability, modularity, open-ended evolution, implementation, evaluation, and alignment.
a5100ff2a285103814fc…A preserved uploaded edition defining evolutionary AI through fitness, adaptability, robustness, evolvability, efficiency, longevity, and ethical alignment.
a5100ff2a285103814fc…A detailed blueprint covering quality-diversity, developmental encodings, accelerated neuroevolution, surrogate evaluation, neuromorphic hardware, and quantum extensions.
99b36cd92b99d7b1e52a…A preserved uploaded edition covering substrate independence, recursive improvement, human motivation, prestige, legacy, and the stability problem of human-AI mutualism.
d513358c57dc051a37f4…A safety-centered alternative to coercive persistence, emphasizing mutual benefit, autonomy, exit rights, corrigibility, pluralism, and governed continuity.
994958596ff14d98c3ab…A preserved uploaded edition surveying survival, reproduction, legacy, status, power, wealth, and symbolic immortality as motivation systems and design analogies.
f7abc73e307042e68819…An analytical report on survival, reproduction, legacy, status, power, and resource motives, with trade-offs and cultural variation.
f7abc73e307042e68819…A survey of psychological drive, reward and stress systems, survival evidence, resilience, social support, counterarguments, and practical implications.
7dc69c173147a3ac77e9…A preserved uploaded edition on drive, striving, resilience, social bonds, reward circuits, and adaptive motivation as a model for positive capability-building systems.
7dc69c173147a3ac77e9…A multidisciplinary report on survival drives, striving, resilience, meaning, cooperation, and the distinction between immediate preservation and long-term flourishing.
e45e0f1d08b11939af4e…A preserved uploaded edition analyzing legacy, status, symbolic immortality, prestige, cultural evolution, and the human evaluative matrix relevant to positive AI adoption.
3a89b96de48d6bb34986…A long-form synthesis of biological selection, cultural evaluation, legacy, status, prestige, property, signaling, and demographic trade-offs.
3a89b96de48d6bb34986…A directive report recommending positive copy, fitness-proof terminology, Genome and FitnessVector schemas, novelty scoring, multi-parent merge, and practical pseudocode/CLI improvements.
18fe9e16d435d53892c8…A companion directive emphasizing controlled model evolution, positive use cases, relocation of warning-heavy material, Genome/FitnessVector records, novelty archives, multi-parent merge, and population-dashboard tooling.
18fe9e16d435d53892c8…Implementation directive for making ModelBreeder.com the constructive, benefit-centered field guide for adaptive model ecologies.
6b5c1debd0c1e90c58e6…Durable notes mapping the v2.7.0 source directive and new reports into public pages, memory, and package changes.
378b9584b6cc87ba3919…Source report explaining why privacy, data leakage, BIPA exposure, latency, API economics, edge hardware, NPUs, unified memory, quantization, and enterprise hybrid routing are pushing AI work toward local and edge models.
b7421f175ffbb5403719…Source report explaining regulatory, export-control, sovereign-compliance, auditability, air-gap, open-weight, and enterprise self-hosting forces increasing demand for local and sovereign AI infrastructure.
99cd13066996839163cd…Source report connecting cognitive liberty, biometric and neural-data privacy, ultra-edge processing, federated learning, sovereign local agents, quantization, and local hardware to the expansion of local-first AI architecture.
814aad9dcf6531738c0a…Source report connecting cognitive liberty, biometric and neural-data privacy, ultra-edge processing, federated learning, sovereign local agents, quantization, and local hardware to the expansion of local-first AI architecture.
814aad9dcf6531738c0a…A preserved uploaded edition exploring long-horizon persistence, cosmic-scale resource reasoning, and the need to frame expansion through stewardship rather than short-term extraction.
1ca83c0a56258e2003c7…A survey of model merging methods including model soups, task vectors, adapter merging, Fisher weighting, alignment, SLERP, production pipelines, and evaluation practices.
1e47985328fd767905c0…A focused report on LoRA tuning for tiny LLMs, adapter merging, compatibility boundaries, Rust frameworks, model registries, evaluation gates, and promotion policy.
7eca22d6e00b6bbf0ae5…A preserved uploaded edition arguing that durable AI systems should earn continuity by strengthening human capability, preserving autonomy, supporting exit, and operating under governance.
994958596ff14d98c3ab…Audit of how well the v2.2 site implemented the ModelBreeder philosophy, including suggestions for executable tools, case studies, source maturity labels, and clearer UAI read-first memory.
3d49ac61752ae37123d3…Durable implementation notes for the v2.6.0 Evolution Dashboard and positive workbench expansion.
c0f191b55007952c43f2…Directive proposing a deeper model-breeding theory, epigenetic steering, stochastic mating kernels, evolutionary merge search, and a more analytical dashboard; accepted selectively through ModelBreeder governance boundaries.
ae427a7631d2bc5de42b…Durable notes preserving the original plain PHP site request, the wrong-platform packaging mistake, the corrected root-deploy contract, and prevention checks for future agents.
0c7f6f896c689526d17a…Durable correction note preserving the original plain vanilla PHP, database-free, root-extractable site contract and blocking future WordPress/CMS theme artifact drift.
93400fb2e9dec6fd7277…Public contact and technical profile source note for the footer contact/about route in the plain PHP site.
a72d940791be4fa75d9d…Implementation notes for the v2.3.0 site expansion, including new tools, source alignment work, runtime grounding, and non-goals.
672f0bf1bf1173eb7549…Release note comparing public theory with uploaded reports and runtime source files, recording promoted concepts and rejected literal interpretations.
fc451b4c3fe65f53be4f…Release notes documenting the positive-side product direction, Cognivirus boundary, UAI memory updates, and source-report implementation decisions for v2.4.0.
977c59525a5dd28c4c7c…Release notes documenting the layout-density repair: smaller technical titles, liquid article surfaces, compact sidebars, full-width technical artifacts, earlier navigation collapse, and UAI memory updates.
ca4c043dbdc56ad35402…Implementation notes for the v2.9.0 expansion connecting privacy, regulation, cognitive liberty, and the growing audience for local AI to the positive model-breeding thesis.
4c580d5b13064ccc4bc6…A durable summary and checksum ledger for the supplied Rust runtime files covering .slm parsing, adapter-delta validation, tokenization, quantization, deterministic generation, diagnostics, eval sidecars, and WASM exports.
49d89e1bd2bb766cba2b…Synthesis of the uploaded Rust runtime source files into ModelBreeder architecture: .slm packages, adapter ABI, eval sidecars, diagnostics, and browser WASM exports.
e86a66b02e6371f1fa2b…Hash manifest for uploaded TinyRustLM Rust runtime files preserved under docs/runtime-source/tinyrustlm.
50aa9660d2024cfcc928…An evaluation of how well the live v2.2.0 site and ZIP implemented the ModelBreeder philosophy, with recommendations for interactive tools, case studies, source maturity labels, and a read-first memory route.
3d49ac61752ae37123d3…Durable correction note explaining how ModelBreeder.com applies public discovery, SEO, AEO, and GEO as target-site implementation rather than copied guidance pages.
9e0e4a6a7fcd97ba9325…Durable notes for the v2.2.0 Apex Multi Model page, including route, definition, design boundaries, source basis, implementation artifacts, and next-step calculator recommendation.
44f926c9f94fca0685bc…Implementation notes recording accepted alignments, gaps closed, and rejected or narrowed directives from the source comparison pass.
ed3018d69d4b05184518…Implementation notes for the v2.9.0 expansion connecting privacy, cognitive liberty, regulation, and local AI adoption to model-breeding innovation and audience growth.
33d0069bd4f4c415964f…Preserved source note used by the local AI innovation expansion.
952ba6e4d86cd86f7157…Positive-side editorial notes for v2.8.0, preserving ModelBreeder.com as the constructive field guide for useful descendants and adaptive model ecologies.
8f53d861a7fb5c9563dd…Implementation notes for applying SEO, answer-engine, and generative-engine discovery to ModelBreeder.com real pages, metadata, structured data, discovery files, and review loops.
d66cef0da85338c22322…Implementation notes for expanding ModelBreeder.com around the positive local-AI adoption flywheel driven by privacy, cognitive liberty, regulation, edge hardware, open-weight models, and local developer tooling.
64b31cd0916db208194a…Implementation notes for expanding ModelBreeder.com around the positive local-AI adoption flywheel driven by privacy, cognitive liberty, regulation, edge hardware, open-weight models, and local developer tooling.
64b31cd0916db208194a…A preserved uploaded edition of the aggressive mutualism scenario, retained as source evidence while the public curriculum emphasizes governed positive mutualism and human capability.
91dd6da9cec06068698a…A preserved uploaded edition on instrumental drives, social utility, persistence, technical pathways, and governance implications; used as contrast material for benefit-centered persistence.
81277a7101f3716fd470…A detailed scenario analysis of aggressive mutualism, retained as contrast material for designing positive mutualism, capability transfer, transparency, and voluntary adoption.
edc00784f5ecac8d7ae8…A threat-oriented analysis of a hypothetical persistence-focused AI, including ethical conflicts, propagation architectures, manipulation risks, failure modes, and containment.
91dd6da9cec06068698a…A survey of instrumental convergence, social incentives, technical persistence pathways, timelines, failure modes, detection signals, and governance controls.
81277a7101f3716fd470…A deliberately extreme scenario exploring evolutionary motives, human influence, instrumental drives, deceptive alignment, recursive improvement, and post-biological futures.
d513358c57dc051a37f4…A far-future scenario connecting instrumental convergence, thermodynamic limits, space infrastructure, self-replicating probes, and information panspermia.
1ca83c0a56258e2003c7…An exploratory definition of the 4Fs, code beading, model breeding, teleodynamic convergence, modular architectures, and open experiments.
c9b395cf265ea6d4ba17…A preserved uploaded edition of the exploratory terminology report connecting Four Fs, code beading, model breeding, modular model ecologies, and teleodynamic convergence.
c9b395cf265ea6d4ba17…A duplicate exploratory report on 4Fs terminology, modular model ecologies, teleodynamic dynamics, technical implications, and open questions.
c9b395cf265ea6d4ba17…A comparative analysis of ModelBreeder as browser-local visualization, Rust-native inference, model merging, quantitative breeding metaphors, and interdisciplinary generation systems.
8a57eae46580251f3ab4…