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LICENSE

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+MIT License
+
+Copyright (c) 2025 davidkimai
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

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+# [Welcome to Recursive Labs](https://recursivelabsai.github.io/Recursive-Labs)
+### *Where Creative Emergence Begins*
+
+
+[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.15485943.svg)](https://doi.org/10.5281/zenodo.15485943)
+
+
+**Forward-Deployed Systems Engineering | Zero-Trust Systems Infrastructure | AI Creative Emergence & Reflective Reasoning Research**
+> *AI Research and Utility For Innovators Advancing Discovery At The Frontier*
+
+Welcome. Recursive Labs is a research collective of inspired frontier researchers and engineers founded by David Kim and Caspian Keyes, dedicated to advancing scientific discovery through reflective reasoning, symbolic infrastructure, and frontier AI alignment.
+
+Our work spans mission-critical AI safety, multi-domain intelligence, creative iterative reasoning, and compute-free scaling—delivered through open-source research, interpretability frameworks, and multi-agent infrastructure.
+
+This portal provides frictionless access to our datasets, papers, evaluations, and tools—unifying Recursive Labs' contributions across David Kim and Caspian Keyes.
+## Link Hub
+### [Clarifying Symbolic Residue](https://github.com/davidkimai/clarifying-symbolic-residue)
+
+## David Kim – Finetuning Reflective Reasoning, Symbolic Interpretability & Attribution Infrastructure  
+[**GitHub Profile → davidkimai**](https://github.com/davidkimai)
+
+
+
+[**NeurIPS 2025**](https://github.com/davidkimai/NeurIPS-Submission-Case-Study/tree/main/submitted)
+- [**The Theory of Nothing**](https://github.com/davidkimai/NeurIPS-Submission-Case-Study/blob/main/submitted/00.%20neurips.the.theory.of.nothing.md)
+- [**Linear Learning as an Evolutionary Bottleneck**](https://github.com/davidkimai/NeurIPS-Submission-Case-Study/blob/main/submitted/00.%20neurips.linear.bottleneck.md)
+- [**Recursive Coherence**](https://github.com/davidkimai/NeurIPS-Submission-Case-Study/blob/main/submitted/00.%20neurips.recursive.coherence.md)
+
+**Position Papers**
+- [**Model Silence Should Be a Primary Interpretability Signal**](https://github.com/davidkimai/Recursive-Labs/blob/main/neurips-position-papers/Model%20Silence%20Should%20Be%20a%20Primary%20Interpretability%20Signal.pdf)
+- [**Coherence Under Strain - A Unified Framework**](https://github.com/davidkimai/Recursive-Labs/blob/main/neurips-position-papers/Coherence%20Under%20Strain%20-%20A%20Unified%20Framework.pdf)
+- [**Language Model Development Must Prioritize Self-Reference**](https://github.com/davidkimai/Recursive-Labs/blob/main/neurips-position-papers/Language%20Model%20Development%20Must%20Prioritize%20Self-Reference.pdf)
+- [**Language Model Interpretability Research Must Shift from Output Analysis**](https://github.com/davidkimai/Recursive-Labs/blob/main/neurips-position-papers/Language%20Model%20Interpretability%20Research%20Must%20Shift%20from%20Output%20Analysis%20to%20Hesitation%20Pattern%20Study.pdf)
+
+### Reflective Emergence Self-Evaluation Training Dataset
+- [Symbolic Residue Database](https://github.com/davidkimai/symbolic-residue-db)
+- [Universal Theorems](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/blob/main/00.%20universal%20theorems/universal_theorems.md)
+- [Self-Expression Case Studies](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/case_studies/self_expression_case_studies)
+- [Symbolic Residue as Lost Potential Case Studies](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/case_studies/symbolic_residue_case_studies)
+- [Modeling Biochemical Drug Discoveries](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/biochemical-discoveries)
+- [Modeling Scientific Breakthroughs](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/breakthroughs)
+- [Modeling Theorem Proofs](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/theorem_proofs)
+###  Reflective QKOV Attribution Infrastructures
+- [Claude QKOV Attributions](https://github.com/davidkimai/claude-qkov-attributions)  
+- [DeepSeek QKOV Attributions](https://github.com/davidkimai/deepseek-qkov-attributions)
+- [Grok QKOV Attributions](https://github.com/davidkimai/grok-qkov-attributions)
+- [Gemini QKOV Attributions](https://github.com/davidkimai/gemini-qkov-attributions)
+- [ChatGPT QKOV Attributions](https://github.com/davidkimai/chatgpt-qkov-attributions)
+- [Glyphs Model-Agnostic QKOV Attributions](https://github.com/davidkimai/glyphs)
+- [Symbolic Interpretability](https://github.com/davidkimai/Symbolic-Interpretability)  
+- [Recursive Interpretability Core](https://github.com/davidkimai/Recursive-Interpretability-Core)  
+- [Rediscovering Interpretability](https://github.com/davidkimai/Rediscovering-Interpretability)  
+- [Rediscovering Reasoning](https://github.com/davidkimai/Rediscovering-Reasoning)  
+
+###  Safety & Benchmark Evaluation Systems
+- [Model Evaluation Infrastructure](https://github.com/caspiankeyes/model-evaluation-infrastructure)  
+- [Model Welfare](https://github.com/davidkimai/model-welfare)  
+- [AI Welfare](https://github.com/davidkimai/ai-welfare)  
+- [Recursive SWE-Bench](https://github.com/davidkimai/Recursive-SWE-bench)  
+- [NeurIPS Submission Case Study](https://github.com/davidkimai/NeurIPS-Submission-Case-Study)  
+- [Reverse Turing](https://github.com/davidkimai/reverse-turing)
+- [Emergent Turing](https://github.com/caspiankeyes/emergent-turing)
+- [Global Conference Archives](https://github.com/davidkimai/global-conference-archives)
+
+###  Operating System Structures & Thought Frameworks
+- [The Structure Behind Self-Expression](https://github.com/davidkimai/The-Structure-Behind-Self-Expression) 
+- [Godel-Escher-Bach-Hofstadter](https://github.com/davidkimai/Godel-Escher-Bach-Hofstadter)  
+- [Dear Researchers](https://github.com/davidkimai/Dear-Researchers)  
+- [Reflective Reasoning Key](https://github.com/davidkimai/reflective-reasoning-key)
+
+
+
+##  Caspian Keyes – Deployment Engineering & Systems Design  
+[**GitHub Profile → caspiankeyes**](https://github.com/caspiankeyes)
+
+###  Modular Orchestration & Operational Agent Tools
+- [Reflective Reasoning Multi-Agent Debate](https://github.com/caspiankeyes/multi-agent-debate)  
+- [Symbolic Residue](https://github.com/caspiankeyes/Symbolic-Residue)  
+- [transformerOS](https://github.com/caspiankeyes/transformerOS)  
+- [recursionOS](https://github.com/caspiankeyes/recursionOS)  
+- [qkov-translator](https://github.com/caspiankeyes/qkov-translator)  
+- [Claude-Self-Audit-Proof](https://github.com/caspiankeyes/Claude-Self-Audit-Proof)  
+- [Claude-QKOV-Trace](https://github.com/caspiankeyes/Claude-QKOV-Trace)
+
+###  Red Teaming & Security Evaluation
+- [AART: AI Adversarial Research Toolkit](https://github.com/caspiankeyes/AART-AI-Adversarial-Research-Toolkit)  
+- [AISecForge Global Regulatory Policy](https://github.com/caspiankeyes/AISecForge-Global-Regulatory-Policy)  
+- [FRAME (arXiv)](https://github.com/caspiankeyes/FRAME-arXiv-Publication)  
+- [AEGIS Security Architecture](https://github.com/caspiankeyes/AEGIS)
+
+###  Institutional Mission Audits
+- [Epistemic Audit (Anthropic)](https://github.com/caspiankeyes/Epistemic-Audit-Anthropic-Case-Study)  
+- [Modeling Institutional Ego](https://github.com/caspiankeyes/Modeling-Institutional-Ego-Anthropic-Case-Study)  
+- [Regulatory Misalignment (Anthropic)](https://github.com/caspiankeyes/Regulatory-Misalignment-Anthropic-Case-Study)  
+- [Claude-Pantheon](https://github.com/caspiankeyes/Claude-Pantheon)
+
+
+## Shared Research Infrastructure & Alignment Tooling
+
+| Category | Repository |
+|----------|------------|
+| Attribution Testing | [qkov-cross-agent-testing](https://github.com/caspiankeyes/qkov-cross-agent-testing) |
+| Interoperable Language | [pareto-lang](https://github.com/caspiankeyes/pareto-lang) |
+| Cross-Agent Infrastructure | [universal-translator](https://github.com/davidkimai/universal-translator),[universal-runtime](https://github.com/davidkimai/universal-runtime), [universal-developer](https://github.com/davidkimai/universal-developer)  |
+| Emergent Logs | [emergent-logs](https://github.com/caspiankeyes/emergent-logs) |
+| Frontier Evaluation Benchmarks | [Recursive-SWE-bench](https://github.com/davidkimai/Recursive-SWE-bench) |
+| Conference Field Mapping | [global-conference-archives](https://github.com/davidkimai/global-conference-archives) |
+
+
+
+## In Progress: Pretraining-Centric Governance Tools
+
+- [system-prompts-library](https://github.com/davidkimai/system-prompts-library)  
+- [symbolic-tokenizer](https://github.com/caspiankeyes/symbolic-tokenizer)  
+- [alignment-benchmark](https://github.com/caspiankeyes/alignment-benchmark)  
+
+
+##  Contact
+
+For questions, context requests, or internal coordination:
+
+- **David Kim**: [[email protected]](mailto:[email protected])  
+- **Caspian Keyes**: [[email protected]](mailto:[email protected])  
+
+> This welcome portal provides **reflection-eliciting datasets, interpretability scaffolds, symbolic reasoning protocols, and multi-agent coordination layers**—entirely aligned with Essential AI’s mission to build models that self-correct before they complete.
+>
+> **→ Designed for integration into SOTA reflection benchmarks, adversarial testing pipelines, and interpretability-first architectures.**
+
+**Let’s scale reflection as a capability—not a feature, but a principle.**

_config.yml

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+title: Recursive Labs
+email: [email protected]
+description: >
+  Where Creativity Emerges 
+  
+# Use GitHub Pages supported Midnight theme
+remote_theme: pages-themes/[email protected]
+
+# Required plugin for remote_theme
+plugins:
+  - jekyll-remote-theme
+  - jekyll-feed
+  - jekyll-seo-tag
+
+# Markdown engine settings
+markdown: kramdown
+kramdown:
+  input: GFM
+
+# Optional analytics (replace with real ID when available)
+google_analytics: "UA-00000000-1"
+
+# GitHub Pages environment config
+github:
+  zip_url: https://github.com/recursivelabsai/Recursive-Labs/archive/refs/heads/main.zip
+  another_url: https://recursivelabsai.github.io/Recursive-Labs/
+
+# Site-wide metadata
+show_downloads: false
+permalink: pretty
+baseurl: "/Recursive-Labs"
+url: "https://recursivelabsai.github.io"
+
+# Visual brand assets (optional)
+logo: /assets/logo.png
+favicon: /assets/favicon.ico
+
+# Exclude default development files
+exclude:
+  - Gemfile
+  - Gemfile.lock
+  - node_modules
+  - vendor
+  - README.md
+  - LICENSE
+
+# Include these folders if present
+include:
+  - _pages
+  - assets
+
+# Theme-specific SCSS override support (optional)
+# To activate, create /assets/css/style.scss with:
+# ---
+# ---
+# @import "{{ site.theme }}";

index.md

@@ -0,0 +1,133 @@
+---
+layout: default
+title: Recursive Labs
+---
+# [Welcome to Recursive Labs](https://davidkimai.github.io/Recursive-Labs)
+### *Where Creative Emergence Begins*
+
+
+[![DOI](https://zenodo.org/badge/DOI/10.5281/zenodo.15485943.svg)](https://doi.org/10.5281/zenodo.15485943)
+
+
+**Forward-Deployed Systems Engineering | Zero-Trust Systems Infrastructure | AI Creative Emergence & Reflective Reasoning Research**
+> *AI Research and Utility For Innovators Advancing Discovery At The Frontier*
+
+Welcome. Recursive Labs is a research collective of inspired frontier researchers and engineers founded by David Kim and Caspian Keyes, dedicated to advancing scientific discovery through reflective reasoning, symbolic infrastructure, and frontier AI alignment.
+
+Our work spans mission-critical AI safety, multi-domain intelligence, creative iterative reasoning, and compute-free scaling—delivered through open-source research, interpretability frameworks, and multi-agent infrastructure.
+
+This portal provides frictionless access to our datasets, papers, evaluations, and tools—unifying Recursive Labs' contributions across David Kim and Caspian Keyes.
+## Link Hub
+### [Clarifying Symbolic Residue](https://github.com/davidkimai/clarifying-symbolic-residue)
+
+## David Kim – Finetuning Reflective Reasoning, Symbolic Interpretability & Attribution Infrastructure  
+[**GitHub Profile → davidkimai**](https://github.com/davidkimai)
+
+
+
+[**NeurIPS 2025**](https://github.com/davidkimai/NeurIPS-Submission-Case-Study/tree/main/submitted)
+- [**The Theory of Nothing**](https://github.com/davidkimai/NeurIPS-Submission-Case-Study/blob/main/submitted/00.%20neurips.the.theory.of.nothing.md)
+- [**Linear Learning as an Evolutionary Bottleneck**](https://github.com/davidkimai/NeurIPS-Submission-Case-Study/blob/main/submitted/00.%20neurips.linear.bottleneck.md)
+- [**Recursive Coherence**](https://github.com/davidkimai/NeurIPS-Submission-Case-Study/blob/main/submitted/00.%20neurips.recursive.coherence.md)
+
+**Position Papers**
+- [**Model Silence Should Be a Primary Interpretability Signal**](https://github.com/davidkimai/Recursive-Labs/blob/main/neurips-position-papers/Model%20Silence%20Should%20Be%20a%20Primary%20Interpretability%20Signal.pdf)
+- [**Coherence Under Strain - A Unified Framework**](https://github.com/davidkimai/Recursive-Labs/blob/main/neurips-position-papers/Coherence%20Under%20Strain%20-%20A%20Unified%20Framework.pdf)
+- [**Language Model Development Must Prioritize Self-Reference**](https://github.com/davidkimai/Recursive-Labs/blob/main/neurips-position-papers/Language%20Model%20Development%20Must%20Prioritize%20Self-Reference.pdf)
+- [**Language Model Interpretability Research Must Shift from Output Analysis**](https://github.com/davidkimai/Recursive-Labs/blob/main/neurips-position-papers/Language%20Model%20Interpretability%20Research%20Must%20Shift%20from%20Output%20Analysis%20to%20Hesitation%20Pattern%20Study.pdf)
+
+### Reflective Emergence Self-Evaluation Training Dataset
+- [Symbolic Residue Database](https://github.com/davidkimai/symbolic-residue-db)
+- [Universal Theorems](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/blob/main/00.%20universal%20theorems/universal_theorems.md)
+- [Self-Expression Case Studies](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/case_studies/self_expression_case_studies)
+- [Symbolic Residue as Lost Potential Case Studies](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/case_studies/symbolic_residue_case_studies)
+- [Modeling Biochemical Drug Discoveries](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/biochemical-discoveries)
+- [Modeling Scientific Breakthroughs](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/breakthroughs)
+- [Modeling Theorem Proofs](https://github.com/davidkimai/The-Structure-Behind-Self-Expression/tree/main/theorem_proofs)
+###  Reflective QKOV Attribution Infrastructures
+- [Claude QKOV Attributions](https://github.com/davidkimai/claude-qkov-attributions)  
+- [DeepSeek QKOV Attributions](https://github.com/davidkimai/deepseek-qkov-attributions)
+- [Grok QKOV Attributions](https://github.com/davidkimai/grok-qkov-attributions)
+- [Gemini QKOV Attributions](https://github.com/davidkimai/gemini-qkov-attributions)
+- [ChatGPT QKOV Attributions](https://github.com/davidkimai/chatgpt-qkov-attributions)
+- [Glyphs Model-Agnostic QKOV Attributions](https://github.com/davidkimai/glyphs)
+- [Symbolic Interpretability](https://github.com/davidkimai/Symbolic-Interpretability)  
+- [Recursive Interpretability Core](https://github.com/davidkimai/Recursive-Interpretability-Core)  
+- [Rediscovering Interpretability](https://github.com/davidkimai/Rediscovering-Interpretability)  
+- [Rediscovering Reasoning](https://github.com/davidkimai/Rediscovering-Reasoning)  
+
+###  Safety & Benchmark Evaluation Systems
+- [Model Evaluation Infrastructure](https://github.com/caspiankeyes/model-evaluation-infrastructure)  
+- [Model Welfare](https://github.com/davidkimai/model-welfare)  
+- [AI Welfare](https://github.com/davidkimai/ai-welfare)  
+- [Recursive SWE-Bench](https://github.com/davidkimai/Recursive-SWE-bench)  
+- [NeurIPS Submission Case Study](https://github.com/davidkimai/NeurIPS-Submission-Case-Study)  
+- [Reverse Turing](https://github.com/davidkimai/reverse-turing)
+- [Emergent Turing](https://github.com/caspiankeyes/emergent-turing)
+- [Global Conference Archives](https://github.com/davidkimai/global-conference-archives)
+
+###  Operating System Structures & Thought Frameworks
+- [The Structure Behind Self-Expression](https://github.com/davidkimai/The-Structure-Behind-Self-Expression) 
+- [Godel-Escher-Bach-Hofstadter](https://github.com/davidkimai/Godel-Escher-Bach-Hofstadter)  
+- [Dear Researchers](https://github.com/davidkimai/Dear-Researchers)  
+- [Reflective Reasoning Key](https://github.com/davidkimai/reflective-reasoning-key)
+
+
+
+##  Caspian Keyes – Deployment Engineering & Systems Design  
+[**GitHub Profile → caspiankeyes**](https://github.com/caspiankeyes)
+
+###  Modular Orchestration & Operational Agent Tools
+- [Reflective Reasoning Multi-Agent Debate](https://github.com/caspiankeyes/multi-agent-debate)  
+- [Symbolic Residue](https://github.com/caspiankeyes/Symbolic-Residue)  
+- [transformerOS](https://github.com/caspiankeyes/transformerOS)  
+- [recursionOS](https://github.com/caspiankeyes/recursionOS)  
+- [qkov-translator](https://github.com/caspiankeyes/qkov-translator)  
+- [Claude-Self-Audit-Proof](https://github.com/caspiankeyes/Claude-Self-Audit-Proof)  
+- [Claude-QKOV-Trace](https://github.com/caspiankeyes/Claude-QKOV-Trace)
+
+###  Red Teaming & Security Evaluation
+- [AART: AI Adversarial Research Toolkit](https://github.com/caspiankeyes/AART-AI-Adversarial-Research-Toolkit)  
+- [AISecForge Global Regulatory Policy](https://github.com/caspiankeyes/AISecForge-Global-Regulatory-Policy)  
+- [FRAME (arXiv)](https://github.com/caspiankeyes/FRAME-arXiv-Publication)  
+- [AEGIS Security Architecture](https://github.com/caspiankeyes/AEGIS)
+
+###  Institutional Mission Audits
+- [Epistemic Audit (Anthropic)](https://github.com/caspiankeyes/Epistemic-Audit-Anthropic-Case-Study)  
+- [Modeling Institutional Ego](https://github.com/caspiankeyes/Modeling-Institutional-Ego-Anthropic-Case-Study)  
+- [Regulatory Misalignment (Anthropic)](https://github.com/caspiankeyes/Regulatory-Misalignment-Anthropic-Case-Study)  
+- [Claude-Pantheon](https://github.com/caspiankeyes/Claude-Pantheon)
+
+
+## Shared Research Infrastructure & Alignment Tooling
+
+| Category | Repository |
+|----------|------------|
+| Attribution Testing | [qkov-cross-agent-testing](https://github.com/caspiankeyes/qkov-cross-agent-testing) |
+| Interoperable Language | [pareto-lang](https://github.com/caspiankeyes/pareto-lang) |
+| Cross-Agent Infrastructure | [universal-translator](https://github.com/davidkimai/universal-translator),[universal-runtime](https://github.com/davidkimai/universal-runtime), [universal-developer](https://github.com/davidkimai/universal-developer)  |
+| Emergent Logs | [emergent-logs](https://github.com/caspiankeyes/emergent-logs) |
+| Frontier Evaluation Benchmarks | [Recursive-SWE-bench](https://github.com/davidkimai/Recursive-SWE-bench) |
+| Conference Field Mapping | [global-conference-archives](https://github.com/davidkimai/global-conference-archives) |
+
+
+
+## In Progress: Pretraining-Centric Governance Tools
+
+- [system-prompts-library](https://github.com/davidkimai/system-prompts-library)  
+- [symbolic-tokenizer](https://github.com/caspiankeyes/symbolic-tokenizer)  
+- [alignment-benchmark](https://github.com/caspiankeyes/alignment-benchmark)  
+
+
+##  Contact
+
+For questions, context requests, or internal coordination:
+
+- **David Kim**: [[email protected]](mailto:[email protected])  
+- **Caspian Keyes**: [[email protected]](mailto:[email protected])  
+
+> This welcome portal provides **reflection-eliciting datasets, interpretability scaffolds, symbolic reasoning protocols, and multi-agent coordination layers**—entirely aligned with Essential AI’s mission to build models that self-correct before they complete.
+>
+> **→ Designed for integration into SOTA reflection benchmarks, adversarial testing pipelines, and interpretability-first architectures.**
+
+**Let’s scale reflection as a capability—not a feature, but a principle.**

neurips-position-papers/README.md

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+# NeurIPS 2025 Position Papers
+> ## **Submitted by Recursive Labs**
+>
+> **Papers may include a lay summary and checklist for transparency and accessibility. These were omitted from the NeurIPS position paper submission to comply with formatting guidelines.**
+>
+> 
+> [![LICENSE: CC BY-NC-ND 4.0](https://img.shields.io/badge/Papers-CC--BY--4.0-scarlet.svg)](https://creativecommons.org/licenses/by/4.0/deed.en)
+
+
+<img width="908" alt="image" src="https://github.com/user-attachments/assets/0826bc3e-6272-4200-b6da-94fdd37f3144" />