Research archive
Research
Every essay, tutorial, and experiment in the open — the working notes behind computational sovereignty.
5 posts tagged machine-learning 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 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
- Jan 4, 2026Autonomous Architectures: The Convergence of High-Velocity Inference and Self-Improving Agentic FrameworksA comprehensive exploration of the transition from Generative AI to Agentic AI, featuring Cline, Grok-Fast, and frameworks like SICA, ReMA, Eureka, and Voyager for building self-evolving simulation architects.AIautonomous-agentsreinforcement-learningmachine-learningagentic-frameworks
- Nov 12, 2025Mastering llama.cpp: A Comprehensive Guide to Local LLM IntegrationThe definitive technical guide for developers building privacy-preserving AI applications with llama.cpp. Learn to integrate, optimize, and deploy local LLMs with production-ready patterns, performance tuning, and security best practices.llama.cppGGUFlocal-aimachine-learningcpp-developmentggml
- 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