Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
19 posts tagged Tutorial 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 10, 2026How to Run Your Own AI Agent: OpenClaw + Qwen 3.5 + Telegram (Fully Local)Build your own local AI agent that runs on your computer and talks to you through Telegram. No cloud, no subscriptions, just software and curiosity.AIOpenClawQwenTelegramLocal AIAutonomous Agents
- Dec 10, 2024Complete Guide to Reinforcement Learning: From MDPs to AGI - Theory, Algorithms & Advanced ApplicationsComprehensive exploration of reinforcement learning from fundamental Markov Decision Processes and value functions to advanced techniques like offline RL, hierarchical methods, and their role in approaching artificial general intelligence.Reinforcement LearningMDPsValue FunctionsQ-LearningPolicy GradientsModel-Based RL
- 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
- Dec 5, 2024Complete Guide: Refactoring Django Persona Manager - From JSON to Individual Database Fields for Scalable AI SystemsStep-by-step tutorial for refactoring Django applications from JSON-based persona storage to individual database fields, including model changes, migration strategies, serializer updates, and frontend UI enhancements.DjangoRefactoringPersona ManagementDatabase ModelingPythonJSONField
- Dec 2, 2024Complete Guide: Building Personalized AI Assistants with LangChain - Persona-Based Chatbot DevelopmentComprehensive tutorial for creating intelligent AI assistants using LangChain, OpenAI, and ChromaDB to build persona-based chatbots that imitate writing styles and provide personalized conversational experiences.Persona ChatbotLangChainOpenAIChromaDBWriting Style ImitationNLP
- Dec 1, 2024Complete Guide: Building Robust RAG Systems with LangChain & OpenAI - From Setup to Advanced ImplementationComprehensive tutorial for implementing Retrieval-Augmented Generation systems using LangChain, OpenAI, and ChromaDB, covering document processing, vector embeddings, retrieval strategies, and advanced optimization techniques.RAGLangChainOpenAIChromaDBVector SearchAI Development
- Nov 27, 2024Complete Guide: Building AI Agent-Based Cross-Platform Content Generator for Automated Social Media DistributionStep-by-step tutorial for creating intelligent AI agents that automatically generate and distribute platform-optimized content across multiple social media networks using Python, APIs, and automation.AI AgentsContent GenerationSocial MediaPythonAPI IntegrationAutomation
- 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 23, 2024Complete Business Plan for RLHF-Lab: Building an AI Data Annotation Startup from Ground ZeroComprehensive business plan for launching RLHF-Lab, an AI-powered data annotation startup, covering market analysis, financial projections, team building, product development, and scaling strategies.RLHFData AnnotationML StartupBusiness StrategyAI PlatformStartup Plan
- 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 22, 2024Complete Guide to Building a Data Annotation Platform Company: From Startup to ScaleComprehensive 8-phase business guide for launching and scaling a data annotation platform startup, covering business planning, team building, product development, funding strategies, and growth tactics.StartupBusiness PlanningMLTech CompanyBusiness PlanGuide
- 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 24, 2024GhostWriter: Complete AI Writing Assistant - Django + React Full-Stack Tutorial & Setup GuideComprehensive guide to building and deploying GhostWriter, an open-source AI-powered writing assistant using Django backend, React frontend, and advanced NLP features for content creators and writers.AIWriting AssistantContent CreationDjangoReactTutorial
- Oct 22, 2024Complete Guide: Migrating from OpenAI to XAI API in Django + React Full-Stack ApplicationsStep-by-step tutorial for seamlessly migrating Django-React-Ollama applications from OpenAI to XAI API integration, including code examples, API key setup, and enhanced persona generation capabilities.DjangoReactXAIAPIAIMigration
- Oct 18, 2024Complete Full-Stack AI Persona Generator: Django REST API + React Frontend with Ollama IntegrationComprehensive tutorial for building a sophisticated full-stack application using Django backend with REST API, React TypeScript frontend, and Ollama LLM integration for AI-powered persona-based content generation.DjangoReactAIOllamaLLMPersona
- Oct 12, 2024Building Full-Stack AI Persona Generator: Complete Django + React Tutorial with LLM IntegrationComprehensive step-by-step guide to creating a sophisticated full-stack application using Django REST API backend and React frontend for AI-powered persona-based text generation with complete code examples.DjangoReactAIWeb DevelopmentPersona GenerationTutorial
- 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