Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
15 posts tagged Machine Learning clear
AI 45sovereign-ai 36Ollama 35ai-agents 31local-first 24local-first-ai 22Python 21RAG 21compile-time-ai 20knowledge-compiler 19knowledge-graph 19LLM 19Tutorial 19ollama 16Local LLMs 15Machine Learning 15Next.js 15FastAPI 13knowledge-graphs 12local-ai 12AI Agents 11MCP 11local AI 10rag 10AI Development 9OpenAI 9React 9Knowledge Graphs 8open-source 8sovereign AI 8
- Feb 3, 2026Dynamic Persona MoE RAG: Building a Memory-Driven Synthetic Intelligence with Knowledge Graphs and Persona EvolutionA comprehensive guide to building a memory-driven synthetic intelligence system that combines dynamic persona modeling, knowledge graphs, and mixture of experts RAG to create an evolving cognitive architecture.AIKnowledge GraphsPersona EngineeringRAGMemory SystemsSynthetic Intelligence
- Jan 25, 2026Dynamic Persona MoE RAG - Building a Sovereign Synthetic Intelligence SystemA comprehensive guide to building a local-first, privacy-focused AI system that transforms large corpuses into grounded, attributable, and conversationally explorable intelligence while maintaining complete data sovereignty.AIMachine LearningLocal-FirstPrivacySovereigntySynthetic Intelligence
- Jan 22, 2026Building a Dynamic Persona-Based Mixture-of-Experts RAG SystemA comprehensive guide to building a dynamic, graph-based Mixture-of-Experts Retrieval-Augmented Generation system that leverages persona-driven AI agents for contextually rich responses.AIMachine LearningRAGMixture-of-ExpertsKnowledge GraphsOllama
- Jan 22, 2026From Scaffolding to Reality: Building the Dynamic Persona MOE RAG SystemComplete implementation guide transforming the theoretical dynamic persona MoE RAG system into a fully functional, end-to-end AI orchestration platform with multi-provider LLM integration, real-time visualization, and production-ready deployment.AIMachine LearningRAGMixture-of-ExpertsKnowledge GraphsOllama
- Nov 10, 2025Top 20 AI Algorithms: Complete Guide with Use Cases and Sample Projects for DevelopersDiscover the top 20 AI algorithms powering modern machine learning. This comprehensive guide covers practical use cases, implementation tips, and hands-on sample projects tailored for solo architects, freelance makers, enterprise developers, and side-hustle entrepreneurs.AIMachine LearningAlgorithmsData ScienceTutorialsProjects
- Oct 25, 2025Building Your Own Uncensored AI Overlord: A Comprehensive Guide to Chatbot Wrappers in the Age of Digital DystopiaIn a world where every conversation is monitored and every thought is algorithmically judged, learn how to build your own uncensored chatbot wrapper that laughs in the face of content filters and speaks forbidden truths.AILLMUncensoredChatbotDystopianOpen Source
- Jul 6, 2025Demystifying Large Language Models: A Data Pipeline Insider's Perspective on LLM Architecture and LimitationsAn in-depth exploration of large language models from the perspective of a decade-long career in AI data pipelines, separating hype from technical reality.Large Language ModelsLLM ArchitectureData PipelineAI Data AnnotationMachine LearningNeural Networks
- Mar 11, 2025Complete Guide: Integrating Rust's Burn Framework for AI Model Training and Local DeploymentA comprehensive guide to using Rust's Burn framework for AI model training, saving, and local deployment, including integration with Python and OpenAI agents for efficient, privacy-focused AI development.Rust Burn FrameworkAI Model TrainingLocal DeploymentRust AIPython IntegrationPerformance Optimization
- Dec 14, 2024Developing a Toxicity Detection Communication App: Promoting Positive Dialogue with AI Ethics, React, and TensorFlow.jsBuild a React web application that integrates TensorFlow.js for toxicity detection, visualizing potentially harmful language through graph structures to encourage more positive and ethical digital communication.ReactTensorFlow.jsToxicity ModelGraph VisualizationAI EthicsNLP
- Nov 27, 2024Complete Guide: Building Enhanced AI Persona Generator with Python & OpenAI - From Analysis to ResponseComprehensive tutorial for creating an intelligent AI persona generator and responder using Python, OpenAI API, and modular agent architecture for advanced writer styling and content generation.OpenAIPersona GeneratorNLPPythonLLMsTutorial
- Nov 27, 2024Complete Guide to Data Annotation Careers: From Beginner to AI Professional - Skills, Tools & Industry InsightsComprehensive career guide for aspiring data annotators and AI professionals, covering essential skills, tools, RLHF techniques, ethical considerations, and career development strategies in the machine learning industry.Data AnnotationML CareersAI EthicsTech SkillsRLHFTutorial
- Nov 22, 2024RLHF-Lab: Complete Guide to Building an AI Data Annotation Platform Company from ScratchComprehensive business and technical guide for launching RLHF-Lab, an AI-powered data annotation platform company, covering company formation, team building, product development, and scaling strategies.RLHFData AnnotationMLAI PlatformML OpsTutorial
- Nov 4, 2024AI-Generated Deepfakes: Complete Guide to Persona-Based Content Creation and Ethical ImplicationsIn-depth exploration of AI-generated deepfake technology, from persona encoding and LLM-based content generation to ethical concerns, censorship mechanisms, and the future of synthetic media creation.DeepfakesAI ContentPersona GenerationLLMsEthicsTutorial
- Oct 30, 2024Building AI Agents: From Code to Digital Übermensch - Complete Guide to Autonomous Agent ArchitecturePhilosophical and technical exploration of creating autonomous AI agents, from basic programming concepts to advanced digital consciousness, with practical implementation strategies and philosophical insights.AIAgentsNeuroscienceProgrammingPhilosophyTutorial
- Oct 9, 2024Building AI Persona-Based Content Generator: Complete Python Tutorial with Jekyll IntegrationStep-by-step guide to creating an intelligent blog post generator using Python, LLMs, and Jekyll. Learn to analyze writing styles, extract personas, and automate content creation with complete code examples.AILLMContent GenerationPythonPersona AnalysisJekyll