Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
13 posts tagged FastAPI 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
- 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
- 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
- Oct 19, 2025Vibe Coding Session Building a Local LLM-Powered Knowledge GraphA vibe coding session exploring the creation of a local LLM-powered personal knowledge graph system using Next.js, FastAPI, and NetworkX.Vibe CodingLLMKnowledge GraphLocal AINext.jsFastAPI
- Oct 19, 2025Vibe Coding Janitor Session Building a Local LLM-Powered Knowledge Graph Part TwoIn part one I started a vibe coding session with just a vauge idea we and created the following repo using a single prompt. So what I am doing now is I cloned t…Vibe CodingLLMKnowledge GraphLocal AINext.jsFastAPI
- 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 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
- 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, 2025Building Scalable AI Backends: FastAPI, PostgreSQL, Redis, Celery, and RabbitMQ Architecture GuideA comprehensive guide to building production-ready, scalable AI backends using FastAPI, PostgreSQL, Redis caching, Celery task queues, and RabbitMQ for high-performance web applications.FastAPIPostgreSQLRedisCeleryRabbitMQScalable Architecture
- Mar 24, 2025Complete Guide: Building Your Own Model Context Protocol (MCP) Server for AI Tool Integration and CommunicationA comprehensive guide to building a Model Context Protocol (MCP) server for managing contextual information in machine learning systems, including implementation, scaling, security, and best practices for enterprise AI applications.Model Context ProtocolMCPAI IntegrationContext ManagementFastAPIKubernetes
- 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
- Feb 14, 2025RedDiss Technical Deep Dive: Complete AI-Powered Diss Track Generation Pipeline with Reddit Sentiment Analysis, LLM Lyrics Crafting, and Audio Production AutomationDetailed technical examination of RedDiss, an end-to-end AI system for generating diss tracks from Reddit discussions, featuring advanced NLP, multimodal audio synthesis, and full-stack development with Streamlit and FastAPI.RedDissRedditAILLMTTSBeat Sync