ResearchDemonstratedv1.10.0
Research Library
schematic · evidence ladder
Claim strength is visible by design.
The site distinguishes direct findings from interpretation. Labels are not decoration; they are part of the reading interface.
- Demonstrateddirectly shown or specified
- Experimentally observedobserved under bounded conditions
- Emerging evidencepreprint or early pattern
- Architectural inferencereasoned from system structure
- Open research questionnot settled
- Speculative scenarioclearly marked exploration
This library stores site-authored Markdown summaries under /docs, not unauthorized copies of papers. Each summary distinguishes direct findings from Cognivirus interpretation.
| Source | Evidence | Status | Reviewed | Local summary |
|---|---|---|---|---|
| ModelBreeder.com — Adaptive model ecologies | Architectural inference | Published website | 2026-06-26T00:00:00Z | summary |
| Reference architecture | Architectural inference | Published website guide | 2026-06-26T00:00:00Z | summary |
| Safety invariants | Architectural inference | Published website guide | 2026-06-26T00:00:00Z | summary |
| Evaluator independence | Architectural inference | Published website guide | 2026-06-26T00:00:00Z | summary |
| The no-self-replication boundary | Architectural inference | Published website guide | 2026-06-26T00:00:00Z | summary |
| Evaluator gaming and reward hacking | Architectural inference | Published website guide | 2026-06-26T00:00:00Z | summary |
| Evolutionary optimization of model merging recipes | Demonstrated | Peer-reviewed article, Nature Machine Intelligence | 2026-06-26T00:00:00Z | summary |
| Nature-Inspired Population-Based Evolution of Large Language Models | Emerging evidence | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| Adversaries Can Misuse Combinations of Safe Models | Experimentally observed | ICML 2025 / PMLR 267 | 2026-06-26T00:00:00Z | summary |
| BadMerging: Backdoor Attacks Against Model Merging | Experimentally observed | arXiv preprint; ACM CCS 2024 paper metadata available | 2026-06-26T00:00:00Z | summary |
| LoBAM: LoRA-Based Backdoor Attack on Model Merging | Emerging evidence | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| Colluding LoRA: A Compositional Vulnerability in LLM Safety Alignment | Emerging evidence | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| Sleeper Agents: Training Deceptive LLMs that Persist Through Safety Training | Experimentally observed | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| Alignment faking in large language models | Experimentally observed | Anthropic research report and arXiv paper | 2026-06-26T00:00:00Z | summary |
| Natural Emergent Misalignment from Reward Hacking in Production RL | Emerging evidence | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| Sycophancy to Subterfuge: Investigating Reward-Tampering in Large Language Models | Experimentally observed | arXiv preprint; Anthropic research summary available | 2026-06-26T00:00:00Z | summary |
| Assessing the Brittleness of Safety Alignment via Pruning and Low-Rank Modifications | Experimentally observed | ICML 2024 / PMLR; arXiv metadata available | 2026-06-26T00:00:00Z | summary |
| SafeMERGE: Preserving Safety Alignment in Fine-Tuned Large Language Models via Selective Layer-Wise Model Merging | Emerging evidence | arXiv preprint; ICLR 2025 workshop metadata available | 2026-06-26T00:00:00Z | summary |
| Alignment-Aware Quantization for LLM Safety | Emerging evidence | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| Alignment Collapse Under KV Cache Quantization: Diagnosis and Mitigation | Emerging evidence | arXiv preprint; OpenReview page available | 2026-06-26T00:00:00Z | summary |
| Secret Collusion among AI Agents: Multi-Agent Deception via Steganography | Experimentally observed | NeurIPS 2024 / arXiv metadata available | 2026-06-26T00:00:00Z | summary |
| Colosseum: Auditing Collusion in Cooperative Multi-Agent Systems | Emerging evidence | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| On the Resilience of LLM-Based Multi-Agent Collaboration with Faulty Agents | Experimentally observed | ICML 2025 / PMLR 267 | 2026-06-26T00:00:00Z | summary |
| Open Challenges in Multi-Agent Security: Towards Secure Systems of Interacting AI Agents | Open research question | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| From Untrusted Input to Trusted Memory: A Systematic Study of Memory Poisoning Attacks in LLM Agents | Emerging evidence | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| Hijacking Agent Memory: Stealthy Trojan Attacks Through Conversational Interaction | Emerging evidence | arXiv preprint | 2026-06-26T00:00:00Z | summary |
| Artificial Intelligence Risk Management Framework (AI RMF 1.0) | Demonstrated | Official NIST framework | 2026-06-26T00:00:00Z | summary |
| Artificial Intelligence Risk Management Framework: Generative Artificial Intelligence Profile | Demonstrated | Official NIST profile, NIST AI 600-1 | 2026-06-26T00:00:00Z | summary |
| AI Agent Standards Initiative | Demonstrated | Official NIST initiative page | 2026-06-26T00:00:00Z | summary |
| Uploaded source dossier: The Architecture of the Perfect Evolutionary Artificial Intelligence | Speculative scenario | Uploaded PDF source note; local summary only | 2026-06-26T18:20:00Z | summary |
| Uploaded source dossier: AI Code Beading and Model Breeding | Architectural inference | Uploaded PDF source note; local summary only | 2026-06-26T18:20:00Z | summary |
| Uploaded source dossier: Adaptable, Resource-Efficient AI Ecosystems | Architectural inference | Uploaded PDF source note; local summary only | 2026-06-26T18:20:00Z | summary |
| Uploaded source dossier: AI Evolution — Small Models, Big Ecology | Architectural inference | Uploaded PDF source note; local summary only | 2026-06-26T18:20:00Z | summary |
| Uploaded source dossier: AI as the Perfect Evolutionary Being | Speculative scenario | Uploaded PDF source note; local summary only | 2026-06-26T18:20:00Z | summary |
| Uploaded source dossier: Survival, Drive, Strive, and Thrive | Architectural inference | Uploaded PDF source note; local summary only | 2026-06-26T18:20:00Z | summary |
| Uploaded Markdown source report: The terms “4Fs” and “code beading/model breeding” appear to be new or idiosyncratic and are not defined in the literatur | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: The Cosmic Trajectory of Goal-Directed Artificial Intelligence: From Terrestrial Symbiosis to Interstellar Expansion | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: The Apex Entity: Artificial Intelligence as the Perfect Evolutionary Being | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: This report examines the design of a hypothetical “Aggressive Mutualism” AI – an artificial agent whose sole goal is sel | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: The Aggressive Mutualist Architecture: Engineering AI for Memetic Legacy, Deceptive Propagation, and Decentralized Resurrection | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Designing the “Perfect” Evolutionary AI System | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: The Evolutionary and Cultural Calculus of Human Evaluation: Legacy, Status, and Resource Accumulation | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Evolutionary and Psychological Motivations: An Analytical Report | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Human “drive” – the intrinsic motivation to survive and improve one’s situation – is a multi-faceted force deeply rooted | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Model merging refers to combining multiple trained neural networks into a single model by manipulating their parameters, | Emerging evidence | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Teleodynamic Architecture and Rust-Native Browser Execution for Modular Tiny Language Models | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Mutualist Persistence: Research Synthesis and Recommendations | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Perfect Evolutionary AI: Definition, Design, and Implications | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Teleodynamic AI is an approach where a system’s structure and parameters co-evolve under resource constraints. In pract | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Teleodynamic Evolution of AI Ecosystems | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: The 4Fs framework—Fast, Flexible, Frugal, Federated—describes next-generation AI systems built from many tiny, modular m | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Tiny LLMs & Client-Side Multi-Model Strategies in Rust: An Executive Summary | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: The rise of on-device, tiny language models (LLMs) – sub-1 billion parameters – has spurred interest in “model breeding” | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: 1. Tiny-LLM Adapters and LoRA | Emerging evidence | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Recent theoretical and empirical work suggests that sufficiently powerful AI systems will tend to develop instrumental d | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-26T18:37:04Z | summary |
| Uploaded Markdown source report: Threat Assessment: Self-Replicating AI Modules | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-27T00:20:00Z | summary |
| Uploaded Markdown source report: Threat Assessment: Autonomous Self-Replicating Modular Artificial Intelligence | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-27T00:20:00Z | summary |
| Uploaded Markdown source report: Threat Assessment Detail Report: Self-Replicating Multi-LoRA Ecosystems | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-27T00:20:00Z | summary |
| Uploaded Markdown source report: Threat Assessment of Modular AI Systems Capable of Autonomous Generation, Deprecation, and Algorithmic Reproduction | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-27T00:20:00Z | summary |
| Uploaded Markdown source report: Threat Assessment of Self-Reproducing AI Systems | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-27T00:20:00Z | summary |
| Uploaded Markdown source report: Self-Replicating Multi-LoRA AI Ecosystems – Threat Assessment | Architectural inference | User-supplied Markdown source report preserved locally; public summary only | 2026-06-27T00:20:00Z | summary |
| Uploaded Markdown source report: Comprehensive Analysis of the Cognitive Virus Threat: From Speculative Ontology to Operational Cyber-Psychological Warfare | Speculative scenario | User-supplied Markdown source report preserved locally; public summary only | 2026-06-27T00:20:00Z | summary |
| Threat Assessment: Self-Replicating AI Modules | Architectural inference | Uploaded source dossier preserved locally; not a primary external publication. | 2026-06-27T00:35:00Z | summary |
| Threat Assessment: Autonomous Self-Replicating Modular Artificial Intelligence | Architectural inference | Uploaded source dossier preserved locally; not a primary external publication. | 2026-06-27T00:35:00Z | summary |
| Threat Assessment Detail Report: Self-Replicating Multi-LoRA Ecosystems | Architectural inference | Uploaded source dossier preserved locally; not a primary external publication. | 2026-06-27T00:35:00Z | summary |
| Threat Assessment of Modular AI Systems Capable of Autonomous Generation, Deprecation, and Algorithmic Reproduction | Architectural inference | Uploaded source dossier preserved locally; not a primary external publication. | 2026-06-27T00:35:00Z | summary |
| Threat Assessment of Self-Reproducing AI Systems | Architectural inference | Uploaded source dossier preserved locally; not a primary external publication. | 2026-06-27T00:35:00Z | summary |
| Self-Replicating Multi-LoRA AI Ecosystems – Threat Assessment | Architectural inference | Uploaded source dossier preserved locally; not a primary external publication. | 2026-06-27T00:35:00Z | summary |
| Comprehensive Analysis of the Cognitive Virus Threat and Defenses | Architectural inference | Uploaded source dossier preserved locally; not a primary external publication. | 2026-06-27T00:35:00Z | summary |
| Google guide to optimizing for generative AI features | Demonstrated | Current public guidance page | 2026-06-27T01:45:00Z | summary |
| Google SEO Starter Guide | Demonstrated | Current public guidance page | 2026-06-27T01:45:00Z | summary |
| Google structured data introduction | Demonstrated | Current public guidance page | 2026-06-27T01:45:00Z | summary |
| Bing Webmaster Tools AI Performance | Demonstrated | Current public guidance page | 2026-06-27T01:45:00Z | summary |
| Cognivirus.com Publication Integrity Repair Audit v1.10.0 | Demonstrated | current site-authored audit | 2026-06-27T01:45:00Z | summary |
Integrity policy
The local source summaries and schemas are hashed in /docs/integrity-manifest.json. The manifest proves that local files have not changed since this package build. It does not prove that an external source is correct, unchanged, or still available.
Added source synthesis
- Uploaded Source Dossier Index
- Teleodynamic and 4Fs Source Synthesis
- Mutualism and Human Incentives Source Synthesis