Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
10 posts tagged rag 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
- Aug 21, 2026The Skills Map for Building and Deploying AI ApplicationsA field guide to the six competencies that make up building and deploying AI applications — LLM foundations, grounding with data, agentic systems, evaluation-driven development, production operations, and machine-learning foundations — with the research and tools behind each.ai-engineeringllmagentsevaluationragproduction
- Jul 15, 2026The Sovereign Knowledge Compiler: Compile-Time Memory for Local-First AI AgentsA revised architecture for agent memory that treats cognition as something compiled once into inspectable artifacts rather than retrieved fresh on every query — grounded in how OpenAI's Agents SDK, Mem0, and Hindsight are already converging on distillation, and extended with decay, conflict resolution, and CRDT-based device sync.ai-agentsmemorylocal-first-aicompile-time-aiknowledge-compilerrag
- Jul 14, 2026Synthesizing Memory with Agent: A Local-First Architecture for Persistent AI StateThe prevailing paradigm in AI agent development treats memory as an external retrieval service, a failure mode that fragments intelligence across the model, the context window, and the vector store.ai-agentsmemoryollamachromadbmcplocal-first-ai
- Jul 5, 2026Retrieval Architecture: Memory Systems That CompoundMemory systems and retrieval architecture for sovereign AI. Sovereign Memory Bank, Dynamic Persona MoE RAG, Objective05, and GraphRAG — the subsystems that make retrieval compound over time.retrieval-augmented-generationsovereign-memory-bankdynamic-persona-moe-ragobjective05sovereigntyspecgraphrag
- Jun 30, 2026AMIS in Action: Live Vercel Analytics to Autonomous Marketing Knowledge GraphA technical deep-dive into testing the AMIS Agentic Marketing Intelligence System against live Vercel analytics data. Exploring the full 16-phase pipeline, knowledge graph construction, recommendation engines, and how Sovereign AI fundamentals enable autonomous content strategy.amissovereign-ailocal-firstknowledge-graphragagentic-systems
- Jun 14, 2026Sovereign Memory Bank: A Deep Dive Into Autonomous Cognitive Memory for Agent SystemsA deep dive into Sovereign Memory Bank, an autonomous cognitive memory system that transforms markdown documents into a continuously evolving seven-layer memory architecture optimized for agent reasoning and knowledge synthesis.memoryai-agentsknowledge-graphraglocal-llmcognitive-memory
- Jun 14, 2026Sovereign Memory Bank: Autonomous Cognitive Memory for Agent SystemsA deep dive into Sovereign Memory Bank, an autonomous cognitive memory system that transforms markdown documents into a continuously evolving seven-layer memory architecture optimized for agent reasoning and knowledge synthesis.memoryai-agentsknowledge-graphraglocal-llmcognitive-memory
- Feb 19, 2026Building a Knowledge-Sharing Chatbot: Turn Expertise Into an AI That Anyone Can QueryHow to build a chatbot that captures your knowledge, answers questions about your expertise, and helps anyone learn from your experience - all running locally with zero API costs.aiollamaknowledge-transferchatbotragpython
- Feb 15, 2026Building This Blog: A Technical Deep Dive into My Next.js AI-Powered Publishing PlatformAn in-depth look at the technical architecture behind this blog - how I built a performant, AI-powered publishing system with Next.js, Vercel AI SDK, MCP, semantic search, and knowledge graph visualization.ai-agentsarchitectureknowledge-graphlocal-ainext-jsollama
- Nov 11, 2025The Complete Guide to VSCode for Free Technical Blogging: From Setup to PublicationMaster Visual Studio Code as your complete blogging platform. This comprehensive guide covers installation, AI integration with Cline and free Grok, MCP servers, persona-driven content strategy, SEO optimization, static site deployment, and production workflows for technical writers who demand control and zero recurring costs.architectureknowledge-graphlocal-aiollamapythonrag