Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
16 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
- Jul 21, 2026Compiling Medical Evidence: A Clinical Research Compiler That Turns Guidelines and Trials Into a Queryable Knowledge ArtifactHow to compile medical guidelines, trials, and literature into a provenance-tracked, queryable Clinical Knowledge Artifact — and deploy a live evidence explorer to Vercel — by extending the Research Compiler Agent SDK into a Clinical Research Compiler.ai-agentscompile-time-aiknowledge-compilerknowledge-graphlocal-first-aiprovenance
- Jul 21, 2026A Research Compiler for Scientific Understanding, Not a Better Research AssistantA research vision: why scientific knowledge needs a new computational architecture. The Clinical Research Compiler SDK is an early prototype of a scientific reasoning compiler that transforms literature into versioned understanding — not a better research assistant.ai-agentscompile-time-aiknowledge-compilerknowledge-graphlocal-first-aiprovenance
- Jul 20, 2026Compile-Time Intelligence: Building a Research Compiler Agent That Compiles Knowledge Instead of Re-Reading ItAn autonomous Research Compiler Agent that compiles web sources into a persistent, queryable, provenance-tracked Knowledge Artifact — moving semantic computation from runtime inference into reusable artifacts (Compile-Time Intelligence). Built on the Knowledge Compiler SDK; local-first and reproducible.ai-agentscompile-time-aiknowledge-compilerknowledge-graphlocal-first-aiprovenance
- Jul 15, 2026I Compiled My Blog Into a Decision GraphI pointed the Sovereign Knowledge Compiler at all 153 posts on this blog, ran it on a local LLM, and got back a decision graph. Here is what it found, the live interactive demo, and why compiling memory beats retrieving it.ai-agentsmemorylocal-first-aicompile-time-aiknowledge-compilerknowledge-graph
- 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, 2026Local AI Architecture: Running Models on Your Own HardwareYour practical guide to running AI on your own hardware. Ollama setup, model selection, hardware requirements from $2K to $50K, and wiring local inference into a sovereign pipeline.local-aisovereign-aiollamacontext-engineeringlocal-firstprivacy
- Jul 2, 2026Building Autonomous Sovereign AI: How Autoresearch Loops and Expert Fine-Tuning Create Self-Improving Local AI SystemsHow to build self-improving AI systems using autoresearch loops, agent recipes, and domain-specific fine-tuning with open-source tools. A complete implementation guide connecting the latest research from Introspection, Bridgewater AIA Labs, and Thinking Machines Lab.autonomous-agentssovereign-aiautoresearchfine-tuninglocal-firstopen-source
- Mar 26, 2026DeerFlow 2.0: Building Sovereign AI Agent Systems with Local-First ArchitectureLearn how DeerFlow 2.0 bridges the execution gap in AI with its SuperAgent harness, AIO sandbox, and persistent memory. Complete guide to building sovereign, local-first AI agent systems.deerflowai-agentslocal-firstsovereign-aiollamalangchain
- Feb 22, 2026Building a Cognitive Graph AI Application: A Comprehensive GuideLearn how to build a sophisticated cognitive routing system that transforms how AI processes and responds to user inputs through personas, finite state machines, and directed acyclic graphs.aicognitive-architectureollamanextjspersonasllm
- 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
- Jan 12, 2026Autonomous AI Agents: Building Distributed Systems with Local LLMs - Developer PortfolioComprehensive portfolio guide to building autonomous AI agents using local inference, MCP protocols, and GraphRAG. Showcase of SpecGen, MCBot01, PersonaGen, and Orthos for AI developers seeking computational sovereignty.autonomous-ai-agentslocal-llmollamamcp-protocolgraphragai-development
- Jan 5, 2026Architectures of Autonomous Voice: Building Ethically-Grounded AI Systems from First PrinciplesA comprehensive guide to building voice-enabled AI systems using open-source components, emphasizing ethical development, local computation, and user sovereignty.voice-aiartificial-intelligenceopen-sourceethicsollamawhisper
- 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
- Nov 8, 2025Local LLM Integration: A Pragmatic Guide to Parsing & Summarizing Tabular DataLearn how to integrate local large language models for secure, efficient tabular data processing. This comprehensive guide covers Ollama, vLLM, TGI, and ONNX runtimes with practical Python and PHP examples.local-llmdata-processingollamamachine-learningprivacy-focused-aitabular-data-analysis