Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
35 posts tagged Ollama 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
- Jun 8, 2026OpenDesign + OpenCode: Building a Local-First Design Operating System Inside Your TerminalA deep technical guide to building a local-first design and development operating system with OpenDesign and OpenCode — covering architecture, installation, MCP wiring, skill authoring, Docker deployment, environment variables, and the sovereign design stack.OpenDesignOpenCodeMCPModel Context Protocollocal-firstdesign systems
- 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
- Mar 29, 2026SOVEREIGN: The Unified Architecture — A Magnum Opus for Local-First AI Systems That Think for ThemselvesThe capstone synthesis of every system I have built — Dynamic Persona MoE RAG, agentic knowledge graphs, Control Boundary governance, local inference stacks, and spec-driven code generation — collapsed into one unified sovereign AI architecture called SOVEREIGN. This is the project blueprint.sovereign AIlocal-firstMoE RAGknowledge graphagentic orchestrationdata sovereignty
- Mar 28, 2026Architecture as AutonomyAn exploration of how building a local AI stack is an act of creative sovereignty, arguing that the architecture you choose shapes the outputs you create and that owning your execution path is essential for genuine artistic and intellectual autonomy.AIlocal AIsovereigntyarchitectureMixture of ExpertsOllama
- 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 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 31, 2025Reddit's Most Haunting Project: Meet the Man Coding His Murdered Friend Back to LifeDiscover the chilling true story of KonradFreeman on Reddit, who is using AI and open-source tools like Ollama to resurrect his murdered best friend as a digital entity, blending grief, technology, and mental health challenges.AIRedditDigital ResurrectionKonradFreemanOllamaMental Health
- Jul 8, 2025Complete Guide: Building Server-Side Rendered AI Applications with Next.js and Large Language ModelsBuild a Server Rendered AI Powered Page with Next.js + LLMs 🧠 Introduction: Build an AI Powered Web App with Next.js and LLMs In this guide, you're going to bu…Next.jsServer-Side RenderingLLM IntegrationOpenAIOllamaAI Development
- Jul 6, 2025Unlocking AI-Powered Productivity: Two Essential Guides for Building Custom AI Personas and Agentic Knowledge GraphsDiscover two groundbreaking e-books that teach you how to create custom AI personas for content creation and build agentic knowledge graphs with local LLMs for advanced AI productivity.AI PersonasKnowledge GraphsLocal LLMsAI ProductivityContent CreationAI Agents
- Apr 7, 2025EchoShelf: Enterprise Voice Annotation System for Inventory Management and Team CommunicationA comprehensive enterprise solution that transforms voice observations into structured knowledge for inventory management, maintenance, healthcare, and field services with AI-powered transcription and daily team synchronization.Voice RecognitionEnterprise SoftwareInventory ManagementTeam CommunicationAI TranscriptionBusiness Process Automation
- Mar 29, 2025Building an AI-Powered Interactive Learning PlatformIn this guide, we will build an interactive learning platform that leverages AI to generate dynamic lessons, quizzes, and coding challenges from user-uploaded Markdown files.AI Teaching AssistantMarkdown ProcessingLocal LLMsPersonalized LearningInteractive QuizzesNext.js
- Mar 28, 2025Mastering Text Chunking with Ollama: Advanced Techniques for Processing Large Documents with Local LLMsA comprehensive guide to advanced text chunking strategies for Ollama, including semantic, hierarchical, and sliding window approaches for processing large documents while maintaining context and coherence.OllamaText ChunkingLocal LLMsDocument ProcessingSemantic ChunkingHierarchical Chunking
- Mar 22, 2025Complete Guide: Building an AI Knowledge Companion with Browser-Use, MCP, and Ollama for Advanced Web Automation and Information ProcessingA comprehensive guide to building an AI-powered knowledge companion system that combines Browser-Use for web automation, Model Context Protocol (MCP) for tool integration, and Ollama for local LLM processing to create an intelligent research and information gathering assistant.Browser-UseMCPOllamaAI Knowledge CompanionWeb AutomationInformation Processing
- Mar 22, 2025Complete Blueprint: Building a Local LLM Document Processing Pipeline with Advanced Extraction, Semantic Analysis, and Scalable StorageA comprehensive guide to building a production-ready local LLM document processing pipeline with advanced extraction, semantic analysis, vector storage, and transformation capabilities for enterprise document management.Local LLMsDocument ProcessingSemantic AnalysisVector DatabasesText ExtractionOllama
- Mar 13, 2025Simulacra01: Complete Guide to Building Local AI Agents with OpenAI Agents SDK and Ollama IntegrationA comprehensive guide to Simulacra01, a framework that integrates the OpenAI Agents SDK with Ollama for building locally-hosted AI agents with document analysis, custom agent creation, and advanced customization capabilities.Simulacra01OpenAI Agents SDKOllamaLocal AI AgentsDocument AnalysisCustom Agents
- Mar 12, 2025Complete Guide: Integrating MCP with OpenAI Responses API, Agents SDK, and Ollama for Symbiotic IntelligenceA comprehensive guide to building symbiotic intelligence systems by integrating Model Context Protocol (MCP) with OpenAI's Responses API and Agents SDK, using Ollama for local LLM inference to create autonomous AI agents with hybrid cloud-local capabilities.MCPOpenAI Responses APIOpenAI Agents SDKOllamaSymbiotic IntelligenceHybrid AI
- Mar 12, 2025The Convergence of MCP, OpenAI Agents SDK, and Ollama: An Architectural Paradigm for Advanced AI SystemsA theoretical and philosophical exploration of integrating Model Context Protocol (MCP) with OpenAI's Agents SDK and Ollama, creating distributed cognitive systems with local computational sovereignty and cloud-augmented capabilities.MCPOpenAI Agents SDKOllamaDistributed AICognitive ArchitectureAI Philosophy