Research archive

Research

Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.

21 posts tagged RAG clear

Jul 11, 2026Knowledge Compiler: Why I'm Building a Compiler for Human Knowledge Instead of Another RAG SystemKnowledge Compiler transforms collections of Markdown documents into statically-deployable semantic artifacts — knowledge graphs, concept hierarchies, vector embeddings, and cluster maps — using a multi-pass compilation pipeline. No runtime LLM inference required.knowledge-compilerknowledge-graphsRAGGraphRAGAI-infrastructurelocal-ai
Jun 12, 2026SovereignSpec and the Ganymedean Alignment Protocol: A Technical TreatiseAn exhaustive, technically rigorous exposition of SovereignSpec, the Ganymedean Alignment Protocol, and the underlying principles of specification-driven civilizational engineering, including GBNF grammar enforcement, graph-grounded knowledge representation, recursive intent preservation, and local-first autonomous system architecture.SovereignSpecGanymedean Alignment Protocolspecification-driven developmentlocal-firstconstitutional AIAI alignment
Jun 12, 2026Project Proposal: SovereignSpec — Local-First Spec-Driven DevelopmentA project proposal for SovereignSpec — a local-first, offline spec-driven development engine that treats specifications as living, graph-grounded artifacts and enforces deterministic code generation through structured pipelines with no cloud API calls required.SovereignSpecspec-driven developmentSDDSpec Kitlocal-firstlocal AI
Apr 15, 2026Synthetic Intelligence: Why 'Emergence' is Just Math and Why Your Data Should Stay LocalA technical deep-dive into Synthetic Intelligence (Synth-Int), a local-first, deterministic AI framework that replaces probabilistic black boxes with explicit persona constraints and auditable evolution. This manifesto argues that true intelligence emerges not from cloud APIs but from rigorous engineering and data sovereignty.AIlocal AIdata sovereigntydeterministic AIRAGMixture-of-Experts
Mar 29, 2026The Architecture of Autonomy: Why the Divergence Between Corporate and Sovereign AI Is the Most Important Design Decision of Our GenerationA deep technical and philosophical examination of what it means to design AI systems that serve the individual versus AI systems designed to extract from them—and how the Dynamic MoE RAG architecture embodies the principles of sovereign intelligence in code.AIsovereign AIlocal AIMoERAGDynamic Persona
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, 2026Building the Synthetic Analyst: From RAG to Reason with Dynamic Persona MoEA deep dive into building an advanced RAG system that uses dynamic personas and cross-validation to create synthetic analysts capable of critical thinking and bias detection.AIRAGMixture of ExpertsLocal LLMIntelligence AnalysisBias Detection
Jan 25, 2026Synthetic Intelligence: Engineering the Sovereign, Deterministic MindA comprehensive guide to building deterministic, local-first Synthetic Intelligence systems using Dynamic Persona Mixture of Experts RAG architectureAISynthetic IntelligenceMixture of ExpertsRAGLocal LLMPersona Engineering
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
Jan 7, 2026SpecGen: Deterministic AI-Powered Code Generation from Natural LanguageDiscover SpecGen, a revolutionary CLI tool that transforms natural language specifications into production-ready application skeletons using deterministic agentic workflows and retrieval-augmented generation.AICode GenerationPythonCLI ToolsFastAPIDjango
Dec 9, 2025How I Built a Fully Uncensored, Persona-Driven AI Chatbot Using MCP and NotebookLMLearn how to build an uncensored AI chatbot that can extract personas from text and switch knowledge bases dynamically using MCP and NotebookLM.AIChatbotUncensored AIMCPNotebookLMRAG
Nov 15, 2025Building and Evaluating a Local-First Research Assistant with GraphRAG and vero-evalComplete technical guide to building a production-ready research assistant using GraphRAG, Neo4j knowledge graphs, Ollama local LLMs, and vero-eval evaluation framework for rigorous AI system testing.AIGraphRAGLocal LLMNeo4jOllamavero-eval
Nov 5, 2025How to Build an AI Study System That Actually Works (Citizens Replace Your Broken PDF Tools)Build a citation-grounded AI study system that ingests massive PDFs whole. A complete technical guide to vector databases, reranking strategies, and LLM orchestration for students tired of compromised answers.AILLMRAGPDF ParsingStudy SystemCitations
Oct 18, 2025Is There No King? Or Is NodeRAG King?First thought. How do I install this? <br <br Yeah, but do I even know how I start something like this? No. Where is the Package.json? Guess I will vibe install…Vibe CodingRAGThose Who Look In the Void the Void Looks Into You
Mar 30, 2025Complete Guide: Building a Personalized AI Learning System with Local LLMs, Knowledge Graphs, and Adaptive LearningA comprehensive technical guide to building a self-hosted AI learning platform with Next.js, FastAPI, local LLMs, knowledge graphs, and retrieval-augmented generation for personalized, adaptive education.AI Learning PlatformLocal LLMsKnowledge GraphsRAGNext.jsFastAPI
Mar 30, 2025Building an AI-Driven Personalized Learning Platform: Dynamic Lessons with Local LLMs and Knowledge GraphsA comprehensive guide to building a self-hosted AI learning platform that generates personalized lessons, quizzes, and coding challenges using local LLMs, knowledge graphs, and retrieval-augmented generation.AI Learning PlatformPersonalized LearningLocal LLMsKnowledge GraphsRAGNext.js
Jan 22, 2025Building an Advanced AI Image-to-Book Pipeline: Multimodal Storytelling with LLaVA, ChromaDB, and Recursive Narrative Generation Using OllamaComplete technical guide to creating an AI-powered narrative generation system that transforms static images into complete books using multimodal analysis, vector databases, and recursive storytelling with LangChain and Ollama.AIImage ProcessingContent GenerationPythonLLMLLaVA
Dec 11, 2024Advanced PersonaGen: Architecting Next-Generation AI Systems with Reinforcement Learning, Retrieval-Augmented Generation, and Multi-Agent Persona FrameworksComprehensive blueprint for constructing advanced AI systems that integrate reinforcement learning for strategic decision-making, retrieval-augmented generation for contextual knowledge, and persona-based modeling for human-centric interactions, enabling sophisticated multi-agent AI architectures.PersonaGenRLRAGLLM FrameworksAI OrchestrationPersona Modeling
Dec 9, 2024Complete Guide: Building Persona-Aware RAG Systems with Pydantic AI Agents & Tools - Custom Retrieval & GenerationComprehensive tutorial for implementing persona-driven Retrieval-Augmented Generation systems using Pydantic AI's Agent and Tools APIs, integrating custom user personas with dynamic document retrieval for highly tailored AI responses.PydanticRAGLLM AgentsPersona GenerationAI ToolingPython