local-llm · research archive

local-llm research

9 posts tagged local-llm — essays and experiments on local-llm, drawn from the working notes behind computational sovereignty.

9 posts tagged local-llm clear

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
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
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
Jan 25, 2026Building the Synthetic Analyst: From RAG to Reason with Dynamic Persona MoEA deep dive into building an advanced RAG system that uses dynamic personas and cross-validation to create synthetic analysts capable of critical thinking and bias detection.AIRAGMixture of ExpertsLocal LLMIntelligence AnalysisBias Detection
Jan 25, 2026Synthetic Intelligence: Engineering the Sovereign, Deterministic MindA comprehensive guide to building deterministic, local-first Synthetic Intelligence systems using Dynamic Persona Mixture of Experts RAG architectureAISynthetic IntelligenceMixture of ExpertsRAGLocal LLMPersona Engineering
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
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 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

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