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…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…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 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…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…Durable correction note explaining how ModelBreeder.com applies public discovery, SEO, AEO, and GEO as target-site implementation rather than copied guidance pages.
9e0e4a6a7fcd97ba9325…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…